{"id":"W2467323802","doi":"","title":"Calcul différentiel : optimiser l'impact dans la formation","year":2013,"lang":"fr","type":"article","venue":"Bulletin de l'Association mathématique du Québec","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003210226,0.0006544544,0.0008230693,0.0001806424,0.0004956246,0.0004386137,0.0005452663,0.0009322977,0.0312047],"category_scores_gemma":[0.004564184,0.000671419,0.0006101073,0.000224217,0.0002106675,0.0006251252,0.0001414393,0.0007638982,0.01287341],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007099694,"about_ca_system_score_gemma":0.0009922178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009412155,"about_ca_topic_score_gemma":0.002170331,"domain_scores_codex":[0.9949284,0.001547297,0.001329536,0.0003993412,0.0007312563,0.001064218],"domain_scores_gemma":[0.993576,0.003250269,0.001544207,0.0006530706,0.0005356854,0.0004407782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002408608,0.001117189,0.001389107,0.00142376,0.0003675986,0.00002798033,0.0388888,0.0004220268,0.0004110244,0.0820396,0.87239,0.00149887],"study_design_scores_gemma":[0.001667361,0.0001579347,0.002467722,0.0008557217,0.0005501924,0.0002751912,0.003418703,0.0262745,0.0006084088,0.07017452,0.8923339,0.001215843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7131972,0.001436301,0.1134845,0.05478154,0.001119494,0.002378553,0.0001902573,0.0007567452,0.1126553],"genre_scores_gemma":[0.4248447,0.0005645676,0.05236905,0.001974051,0.001195453,0.0009206028,0.0001255941,0.0004477992,0.5175582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4049028,"threshold_uncertainty_score":0.9995737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009090811537469844,"score_gpt":0.2357037829297494,"score_spread":0.2266129713922795,"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."}}