{"id":"W4392577037","doi":"","title":"Enseignement à son rythme : cas pratique d'un cours de remise à niveau en calcul à l'entrée d'une licence scientifique","year":2022,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Physics","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":[0.009929192,0.0004575498,0.0004228901,0.002143112,0.01117555,0.01043821,0.001676789,0.004039321,0.01212523],"category_scores_gemma":[0.06162649,0.0004642734,0.0005135454,0.001561422,0.01092716,0.007074241,0.005249707,0.007347523,0.0015333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006408516,"about_ca_system_score_gemma":0.008585814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03425144,"about_ca_topic_score_gemma":0.02833356,"domain_scores_codex":[0.9900076,0.00574861,0.000391309,0.0009104307,0.001796532,0.001145331],"domain_scores_gemma":[0.9612389,0.02456165,0.003412481,0.001911753,0.005405684,0.00346955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002507342,0.0001927832,0.01966711,0.0001386855,0.00003338365,0.008906586,0.5134196,0.0006394715,0.001602779,0.3758029,0.01850747,0.06083859],"study_design_scores_gemma":[0.00004554208,0.0002379676,0.02420138,0.0006837005,0.00005873652,0.007696955,0.3694324,0.004739279,0.003129185,0.07640043,0.5131947,0.0001796118],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6247984,0.001697101,0.0326307,0.05829762,0.001302311,0.0001795957,0.0001104845,0.0005513526,0.2804325],"genre_scores_gemma":[0.9314899,0.0003368227,0.00388899,0.0008170921,0.000137019,0.00006085861,0.00002992726,0.0001463114,0.0630931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03425144,"threshold_uncertainty_score":0.06810415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04172472250504203,"score_gpt":0.3231671740991809,"score_spread":0.2814424515941389,"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."}}