{"id":"W3212926009","doi":"10.1080/00029890.2021.1964275","title":"On Experimental Mathematics and Mathematics Education","year":2021,"lang":"en","type":"article","venue":"American Mathematical Monthly","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Simon Fraser University","funders":"","keywords":"Mathematics education; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006123735,0.0002231,0.0003974412,0.0001067397,0.0003925551,0.0001986865,0.0002369886,0.00007835474,0.0007806733],"category_scores_gemma":[0.001794029,0.0002108126,0.00009462493,0.0003183042,0.0006162021,0.0001206563,0.00008013285,0.0002057028,0.0001708903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001295183,"about_ca_system_score_gemma":0.0003601608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009644281,"about_ca_topic_score_gemma":0.00003009766,"domain_scores_codex":[0.9982098,0.0001352957,0.0004353375,0.0003254617,0.0005489563,0.0003451586],"domain_scores_gemma":[0.9979412,0.000884346,0.0002359461,0.0005018341,0.0001366577,0.0003000117],"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":[0.000001486953,0.001818117,0.00001754748,0.00007605645,0.00001682182,0.000003201261,0.02052285,3.148588e-7,0.0002741005,0.9724542,0.002815196,0.002000115],"study_design_scores_gemma":[0.0001071558,0.00007881192,0.00003169623,0.00021797,0.0000318287,0.0000135288,0.04186429,0.0004458009,0.002078347,0.9486524,0.006171077,0.0003070436],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1220179,0.0001970546,0.01798988,0.003156768,0.0001822646,0.0005947899,0.000007414005,0.0005014775,0.8553525],"genre_scores_gemma":[0.6033942,0.00004013293,0.3924769,0.001072931,0.0001193274,0.0001420102,0.00000770834,0.0000470601,0.002699731],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8526527,"threshold_uncertainty_score":0.859669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214780495299362,"score_gpt":0.3570729324533313,"score_spread":0.3355948829233951,"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."}}