{"id":"W15520976","doi":"10.1007/978-0-8176-8268-2_13","title":"A History-of-Mathematics Course for Teachers, Based on Great Quotations","year":2011,"lang":"en","type":"book-chapter","venue":"Birkhäuser Boston eBooks","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Genius; Curiosity; History of mathematics; Mathematics education; Course (navigation); Mathematics; Literature; Engineering; Art; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009626478,0.0008842734,0.001359023,0.0004125976,0.0001559956,0.00001366541,0.0006454926,0.000808718,0.001400624],"category_scores_gemma":[0.0003776359,0.0008574542,0.0008470752,0.0000154824,0.0005578148,0.00004999045,0.00005588584,0.0005618558,0.0001894748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006984237,"about_ca_system_score_gemma":0.0007971904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000542298,"about_ca_topic_score_gemma":0.00003632979,"domain_scores_codex":[0.9970492,0.00006205955,0.001229121,0.0005965275,0.0006247077,0.000438349],"domain_scores_gemma":[0.9945951,0.001686197,0.001489599,0.001664699,0.0003396384,0.0002247945],"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":[0.00008806784,0.0003769851,5.97105e-7,0.001373505,0.0002424246,0.00001625036,0.008680279,0.000001064827,0.00002821983,0.9401773,0.04740096,0.001614417],"study_design_scores_gemma":[0.0007448392,0.000343258,2.404439e-7,0.001016404,0.0008245716,0.000008084267,0.00006379068,0.0001195395,0.0001076032,0.5454692,0.4506874,0.0006150684],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001037582,0.0002537503,0.0141724,0.00003370328,0.0008569253,0.001968367,0.0002867447,0.0003350912,0.9819893],"genre_scores_gemma":[0.0009187915,0.000006393738,0.04848883,0.0001834126,0.0001755713,0.0002118113,0.00004903794,0.0004714555,0.9494947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4032865,"threshold_uncertainty_score":0.9995123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077761332462294,"score_gpt":0.2872331547757344,"score_spread":0.1794570215295049,"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."}}