{"id":"W4413557348","doi":"10.64628/aam.c6fy5cdjs","title":"An inmate’s love for math leads to new discoveries","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Mathematics education","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":[0.0002616567,0.0003737347,0.0005758406,0.00007584359,0.00003895862,0.0004310518,0.0005944496,0.0002380133,0.001526335],"category_scores_gemma":[0.0004792452,0.0003134569,0.0002027461,0.0001002515,0.00002499769,0.0000828222,0.0003338625,0.0002584681,0.0005311458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005684121,"about_ca_system_score_gemma":0.0003826612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005286131,"about_ca_topic_score_gemma":0.00009044982,"domain_scores_codex":[0.9983497,0.00003330148,0.0005335052,0.0005246086,0.0002632566,0.0002956278],"domain_scores_gemma":[0.9980571,0.0002333164,0.0002250286,0.0009308427,0.0001104663,0.0004432483],"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":[0.0000375229,0.0002391358,0.00002229563,0.002169327,0.0000631849,6.559401e-7,0.02066105,0.0000128846,0.00009147909,0.7761758,0.1976233,0.002903407],"study_design_scores_gemma":[0.0001910425,0.0001657389,0.000006433765,0.0001489032,0.00008785606,0.00000220294,0.001387538,0.001063127,0.00109335,0.9512889,0.04410085,0.0004640677],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02482301,0.00003483946,0.9244563,0.01581286,0.001224171,0.003603498,0.0001617609,0.000533493,0.02935008],"genre_scores_gemma":[0.02051518,0.000009261614,0.9331431,0.001675216,0.0008115052,0.0002313973,0.0001930863,0.0001351273,0.04328615],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1751131,"threshold_uncertainty_score":0.9999318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1530828223746026,"score_gpt":0.4175224956679194,"score_spread":0.2644396732933169,"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."}}