{"id":"W2003262565","doi":"10.1007/s10649-014-9552-4","title":"Growing mathematical understanding through Collective Image Making, Collective Image Having, and Collective Property Noticing","year":2014,"lang":"en","type":"article","venue":"Educational Studies in Mathematics","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; York University","funders":"","keywords":"Improvisation; Perspective (graphical); Property (philosophy); Collective intelligence; Image (mathematics); Mathematics education; Computer science; Epistemology; Sociology; Mathematics; Artificial intelligence; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00098693,0.0003439635,0.000578985,0.0002609012,0.0009135833,0.0001405576,0.0002494747,0.00009714621,0.0004284584],"category_scores_gemma":[0.005064304,0.0002767464,0.00007441024,0.001038244,0.001116863,0.0004113916,0.000186751,0.0003521077,0.00007504126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002154134,"about_ca_system_score_gemma":0.0005083345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001564546,"about_ca_topic_score_gemma":0.0000286496,"domain_scores_codex":[0.9975303,0.0003131458,0.0005871035,0.0006513164,0.0004166258,0.0005015342],"domain_scores_gemma":[0.9943978,0.004624238,0.0002997578,0.0003281365,0.0002731948,0.00007686712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000096529,0.002632634,0.003641952,0.0005549566,0.000289495,0.00000994357,0.6238669,0.00001564964,0.001219191,0.3287863,0.03877873,0.000107818],"study_design_scores_gemma":[0.0009315964,0.0002192752,0.007635459,0.0006797329,0.0000959694,0.0001429031,0.210554,0.001380653,0.0003845214,0.7771909,0.0002311627,0.0005538231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2624682,0.0004484327,0.05508145,0.009430686,0.00309926,0.002768192,0.00003034354,0.000173374,0.6665001],"genre_scores_gemma":[0.8940707,0.00003976953,0.06030636,0.0007404533,0.0003320638,0.0007057012,0.000003549296,0.00007721777,0.04372417],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6316025,"threshold_uncertainty_score":0.9999685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1694700522851063,"score_gpt":0.4340526034842754,"score_spread":0.2645825511991691,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}