Part I Introduction |
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1 Toward a Dynamic Theory of Graphing |
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3 | (46) |
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Expertise and the Work of Graphing in Uncertainty |
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7 | (6) |
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Science Inquiry and Graphing |
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13 | (3) |
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16 | (11) |
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Units of Analysis and Units of Thought (Categories) |
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16 | (5) |
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Research as Cultural-Historical Activity |
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21 | (6) |
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27 | (22) |
Part II Graphing in a Discovery Science |
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2 Radical Uncertainty in/of the Discovery Sciences |
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49 | (20) |
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50 | (2) |
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52 | (12) |
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53 | (1) |
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A Flash (of Light, of Wit, of Hope) |
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54 | (2) |
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56 | (4) |
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First Clearing, First Object |
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60 | (3) |
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Cleared, Cleared Up, and Cleared Away |
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63 | (1) |
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Everydayness of Uncertainty |
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64 | (3) |
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67 | (2) |
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3 Uncertainties in/of Data Generation |
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69 | (34) |
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71 | (4) |
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Seeing Through the Clutter |
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75 | (4) |
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79 | (9) |
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79 | (2) |
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81 | (3) |
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Uncertainty of Tools and Instruments |
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84 | (2) |
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From Scientific Action to Scientific Fact |
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86 | (2) |
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When Is Data Legitimately Excluded? |
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88 | (9) |
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Knowledgeability and Familiarity |
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97 | (2) |
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99 | (4) |
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4 Coping with Graphical Variability |
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103 | (46) |
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Checking Criteria Controlling Variability |
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108 | (3) |
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111 | (4) |
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Tentative Identification of Patterns |
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115 | (7) |
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Testing the Preconceived Notion |
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116 | (2) |
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Articulating Problems During Data Collection |
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118 | (4) |
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Excluding Recalcitrant Data |
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122 | (4) |
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Testing Hypothetical Exclusion of Data Point |
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126 | (7) |
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Getting a Grip on Difficult Data |
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127 | (2) |
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Tentative Identification of a Pattern |
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129 | (2) |
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131 | (2) |
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Delimiting the Data by Sets |
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133 | (4) |
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Using Graphs to Delimit Errors in Graphs |
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137 | (5) |
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138 | (2) |
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Identification of New Features |
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140 | (2) |
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Grasping the Variation of Variation |
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142 | (3) |
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Consequences for the Control of Variance |
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145 | (2) |
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147 | (2) |
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5 Undoing Decontextualization |
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149 | (30) |
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On Being Familiar with Black Boxes |
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150 | (4) |
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The Work of Familiarity with the Data-at-Hand |
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154 | (11) |
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First Impressions and Acceptance |
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155 | (2) |
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Putting Data in the Context of Other Data |
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157 | (3) |
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160 | (1) |
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161 | (2) |
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From Decontextualization to Recontextualization |
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163 | (2) |
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Unpremeditated Reconstruction of Context |
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165 | (11) |
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An Ensemble of Environmental Factors |
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166 | (4) |
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How Old Are Hatchery-Released Fish? |
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170 | (4) |
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Undoing the Weight-Porphyropsin Link? |
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174 | (2) |
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176 | (1) |
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177 | (2) |
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6 On Contradictions in Data Interpretation |
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179 | (34) |
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On Logical and Inner Contradictions |
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180 | (6) |
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Contradictions in the Modeling of Data |
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186 | (12) |
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A Contradiction That Is Not |
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187 | (2) |
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Noting Something Without Seeing the Contradiction |
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189 | (2) |
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Not Hearing Contradictory Evidence |
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191 | (4) |
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Confusion Is Not Contradiction |
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195 | (3) |
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Contradictions Undetected in Transaction Sequences |
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198 | (8) |
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201 | (3) |
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Contradictions to the End |
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204 | (2) |
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Contradictions in and of Scientific Research |
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206 | (5) |
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211 | (2) |
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7 A Scientific Revolution That Was Not |
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213 | (50) |
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216 | (4) |
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The Big Historical Picture |
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220 | (4) |
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224 | (2) |
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Early Explanations and the Need for Context |
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226 | (9) |
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226 | (2) |
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An Alternative Hypothesis Emerges But Is Not Retained |
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228 | (3) |
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Take-Up of an Earlier Hypothesis |
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231 | (2) |
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233 | (2) |
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Fitting the Data to the Dogma |
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235 | (3) |
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First Awareness of the Data as a Challenge to the Dogma |
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238 | (6) |
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From Dogma to Complete Speculation |
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244 | (5) |
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Consolidation, Posters, and Publications |
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249 | (5) |
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Toward a Biologically Relevant Explanation |
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254 | (3) |
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Confirmation Bias, Trends and Extrapolation |
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257 | (4) |
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261 | (2) |
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8 Some Lessons from Discovery Science |
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263 | (38) |
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Induction Versus Abduction |
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265 | (4) |
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269 | (2) |
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On the Salience of "Facts" |
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271 | (5) |
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276 | (2) |
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Contradictions in Scientific Research |
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278 | (2) |
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Control Over the (Not-) Becoming of Data |
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280 | (3) |
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283 | (6) |
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289 | (5) |
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294 | (7) |
Part III Retheorizing Graphing |
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301 | (34) |
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Toward a Dialectical Theory of Learning and Change |
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302 | (9) |
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Characterizing Flow and Change |
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303 | (4) |
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Evolution of Theory and Language: A Dialectical Approach |
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307 | (4) |
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Cultural-Historical Activity Theory: A Dialectical Perspective |
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311 | (3) |
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A Dynamic, Cultural-historical (Dialectical) Perspective |
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314 | (12) |
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From Initial (Ephemeral) Idea to Scientific Research Outcome |
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314 | (6) |
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Microconstitution of Graphing |
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320 | (4) |
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A Day's Work in the Laboratory |
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324 | (2) |
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Through the Lens of the Unfinished |
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326 | (5) |
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331 | (4) |
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10 Graphing In, For, and As Societal Relation |
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335 | (30) |
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Societal Nature of Psychological Functions |
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336 | (4) |
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Societal Relation in the Laboratory |
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340 | (4) |
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The Multiple Functions of Graphs |
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344 | (9) |
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353 | (1) |
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354 | (11) |
Part IV Uncertainty and Graphing in STEM Education |
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11 Uncertainty, Inquiry, Bricolage |
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365 | (32) |
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Uncertainty — Literacy, Graphicacy, Contradictions |
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367 | (8) |
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367 | (3) |
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Uncertainty and Graphicacy |
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370 | (3) |
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Uncertainty and Logical Contradictions |
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373 | (2) |
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What We Might Want to Foster in Student Inquiry |
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375 | (11) |
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375 | (4) |
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Temporality of Scientific Praxis |
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379 | (3) |
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Learning Is Groping in the Dark |
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382 | (2) |
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On Learning About the Nature of STEM |
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384 | (2) |
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386 | (7) |
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393 | (4) |
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12 Data and Graphing in STEM Education |
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397 | (28) |
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398 | (6) |
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Two Studies on Data Generation and Interpretation in the Face of Uncertainty |
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404 | (9) |
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405 | (6) |
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Supporting Students' Learning About Data Creation |
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411 | (2) |
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Integrating Across STEM Domains |
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413 | (8) |
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421 | (4) |
Part V Epilogue |
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13 Discovery Science and Authentic Learning |
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425 | (20) |
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Learning as Participation in a Discovery Science |
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426 | (9) |
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Exemplary Learning Exemplifies |
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428 | (5) |
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Authentic Inquiry and Flow |
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433 | (2) |
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Notes from One Night's Inquiry |
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435 | (4) |
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Reflections on Authentic Learning |
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439 | (4) |
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443 | (2) |
Appendix: Transcription Conventions |
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445 | (2) |
Index |
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447 | |