{"id":"W4237804009","doi":"10.1090/noti802","title":"Opinion","year":2011,"lang":"en","type":"article","venue":"Notices of the American Mathematical Society","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008622598,0.0002087186,0.0005410815,0.00001885541,0.0001643144,0.000009032403,0.0008202319,0.00005986556,0.0005246511],"category_scores_gemma":[0.0007249359,0.0001325178,0.0005922406,0.0002949571,0.001276011,0.0000937482,0.0002047266,0.0002225378,0.00007711849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004166216,"about_ca_system_score_gemma":0.00003500239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001052775,"about_ca_topic_score_gemma":0.00000113457,"domain_scores_codex":[0.9983937,0.0001457661,0.0005310801,0.0002034276,0.0004380956,0.0002878988],"domain_scores_gemma":[0.9973124,0.0008998222,0.0007740721,0.0008411756,0.00008014218,0.00009238697],"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":[0.00005158193,0.001176499,0.000280886,0.001096284,0.0002729627,7.887555e-7,0.02295507,0.000003151443,0.0004720095,0.9650071,0.007196288,0.00148737],"study_design_scores_gemma":[0.0002005741,0.0001075891,0.0003835816,0.0001669161,0.0001225426,0.00000531271,0.002293173,0.0007164757,0.002595217,0.9921612,0.001018503,0.0002288786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8883979,0.00005629944,0.01483798,0.0003050133,0.0003264607,0.0005469979,0.00001274577,0.0002028175,0.0953138],"genre_scores_gemma":[0.7738101,0.000007154093,0.2250237,0.0002668903,0.00007183305,0.00001707818,3.527055e-7,0.00004522195,0.0007576802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2101857,"threshold_uncertainty_score":0.5744561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0680937295581343,"score_gpt":0.3064042600360008,"score_spread":0.2383105304778665,"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."}}