{"id":"W4240620086","doi":"10.1007/978-1-4614-6616-1_376-2","title":"Mathematical Discovery","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003469962,0.0002418003,0.0004505522,0.00006452337,0.00009416271,0.0001404882,0.000309622,0.000253884,0.007084563],"category_scores_gemma":[0.002891381,0.0001832834,0.0001403865,0.000001800836,0.0001615101,0.00005843861,0.0001082704,0.0002297742,0.00126384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003479657,"about_ca_system_score_gemma":0.0001071046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.639089e-7,"about_ca_topic_score_gemma":0.000003893227,"domain_scores_codex":[0.9990919,0.0000158189,0.0002963514,0.0002330455,0.0002162412,0.0001466304],"domain_scores_gemma":[0.9967011,0.00200653,0.000284925,0.0008783231,0.0000664465,0.0000627432],"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":[0.000002215835,0.00001098018,2.481955e-7,0.0001120123,0.00003594184,0.000005458482,0.00004329127,4.152891e-9,0.000001044129,0.8056411,0.1922462,0.00190147],"study_design_scores_gemma":[0.00005010104,0.000009520828,0.000001515415,0.00009921416,0.00006924035,0.00001134482,0.0000148798,0.00000170934,0.00002210882,0.7535434,0.246005,0.0001718747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.055176e-7,0.00003830892,0.1085682,0.0002115638,0.0007225836,0.0001635802,0.00007394563,0.0001021773,0.8901188],"genre_scores_gemma":[0.00001068475,0.0000627887,0.2096225,0.00006942917,0.0001943698,0.00000767156,0.00001543969,0.00004799692,0.7899691],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1010544,"threshold_uncertainty_score":0.9995138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3989579319688327,"score_gpt":0.4644046937854935,"score_spread":0.06544676181666081,"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."}}