{"id":"W4401084331","doi":"10.1007/978-3-031-40846-5_112","title":"Mathematical Experiments on Paper and Computer","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Management science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001110085,0.0006894403,0.0005638425,0.001532394,0.001355783,0.004316723,0.00135375,0.001345712,0.1399194],"category_scores_gemma":[0.008850534,0.0004072133,0.000391321,0.001780388,0.004799123,0.009970867,0.001504724,0.002267735,0.02500406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683153,"about_ca_system_score_gemma":0.0007987908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007819869,"about_ca_topic_score_gemma":0.000735861,"domain_scores_codex":[0.9987908,0.0003599525,0.00004911128,0.0001933001,0.0005348013,0.00007202242],"domain_scores_gemma":[0.9954895,0.003115202,0.00009422677,0.0008523345,0.0003487709,0.00009991377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005090737,0.00005401864,0.00008623851,0.0001311225,0.000005593115,0.00003092645,0.0002614512,0.0002161347,0.001019796,0.8781993,0.07738409,0.04256043],"study_design_scores_gemma":[0.00001894029,0.00003535692,0.0003504225,0.0001047279,0.000006525066,0.0001172846,0.0002228918,0.0005811872,0.003427447,0.4367166,0.5584037,0.00001482747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003329102,0.003568344,0.012173,0.003679937,0.001453109,0.00003792108,0.0002813333,0.0003867135,0.9750906],"genre_scores_gemma":[0.09559877,0.006172182,0.01326477,0.001298877,0.001082818,0.0001309917,0.0004549858,0.0008115544,0.881185],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1399194,"threshold_uncertainty_score":0.4680771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0580367407474465,"score_gpt":0.2968072264692057,"score_spread":0.2387704857217592,"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."}}