{"id":"W4391951489","doi":"10.1090/bull/1836","title":"Will machines change mathematics?","year":2024,"lang":"en","type":"article","venue":"Bulletin of the American Mathematical Society","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Mathematics education; Calculus (dental); Mathematics; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003959712,0.0003353233,0.0006281674,0.0008334868,0.002432231,0.005275538,0.0006496797,0.003117334,0.02179979],"category_scores_gemma":[0.0168684,0.0003509698,0.000475769,0.0005691401,0.01126539,0.01646281,0.001848877,0.006147635,0.004612737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001990387,"about_ca_system_score_gemma":0.001179156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001803121,"about_ca_topic_score_gemma":0.001760681,"domain_scores_codex":[0.9979897,0.0008829584,0.00005227343,0.0004617855,0.0003791933,0.0002341689],"domain_scores_gemma":[0.9950227,0.002563555,0.0002935493,0.0009163478,0.0007816641,0.0004221604],"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":[0.00003719962,0.00002383211,0.0006807395,0.0000272512,0.00001635361,0.000022064,0.0004875779,0.0001399968,0.0001242871,0.9541712,0.03087407,0.01339543],"study_design_scores_gemma":[0.0000184858,0.00001631648,0.0009552451,0.0000417868,0.00001100323,0.00004717032,0.0002883067,0.0002502335,0.0002336648,0.8007768,0.1973478,0.00001316703],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03330651,0.0153788,0.0214257,0.6415439,0.01420635,0.00002192941,0.0004207977,0.0004636557,0.2732322],"genre_scores_gemma":[0.7689304,0.009052824,0.01016995,0.07975695,0.01136793,0.00008855821,0.0003269099,0.0008957216,0.1194107],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02179979,"threshold_uncertainty_score":0.07292753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01753982855728427,"score_gpt":0.2698935490574313,"score_spread":0.2523537205001471,"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."}}