{"id":"W3011782487","doi":"10.1007/978-3-030-36568-4_13","title":"Dynamic Visual Models: Ancient Ideas and New Technologies","year":2020,"lang":"en","type":"book-chapter","venue":"Springer proceedings in mathematics & statistics","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematical proof; CLARITY; Contrast (vision); Computer science; Calculus (dental); Cognitive science; Artificial intelligence; Mathematics; Psychology","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":[0.000849048,0.0004434633,0.0006411258,0.0003792937,0.0002442953,0.0003108484,0.0005470532,0.0004744202,0.00006956453],"category_scores_gemma":[0.001259287,0.0004700097,0.00006226666,0.0001053226,0.0004386822,0.0001686172,0.0003183879,0.000825047,0.00003598219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003251561,"about_ca_system_score_gemma":0.0003933773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006418886,"about_ca_topic_score_gemma":0.00014898,"domain_scores_codex":[0.9975798,0.000007854939,0.0007358704,0.0005313551,0.0007353169,0.0004097772],"domain_scores_gemma":[0.9985861,0.0002265892,0.0005897983,0.0001887067,0.0002084846,0.0002003134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002397644,0.00004618257,0.000005291268,0.0006543544,0.00002218986,0.000006412099,0.01828295,4.741168e-7,0.000009958126,0.9704679,0.004187605,0.006314333],"study_design_scores_gemma":[0.00009955854,0.00004102914,0.000001652412,0.0006664493,0.00006029862,0.000003517551,0.00279541,0.006376433,0.000009404615,0.955509,0.03398055,0.0004566856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0001619614,0.001175423,0.3042198,0.001614703,0.0002577675,0.001608323,0.00007374126,0.001621061,0.6892672],"genre_scores_gemma":[0.009297282,0.003213014,0.9159592,0.0001278463,0.00009885803,0.00005270679,0.00001463703,0.0001655924,0.07107081],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6181964,"threshold_uncertainty_score":0.9997752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04790593899588976,"score_gpt":0.3325222315069409,"score_spread":0.2846162925110511,"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."}}