{"id":"W3215342976","doi":"","title":"Des capsules vidéo pour maximiser l’accompagnement en mode synchrone d'étudiantes et d’étudiants de niveau collégial nouvellement inscrits suivant un cours de calcul différentiel","year":2021,"lang":"fr","type":"article","venue":"Érudit (Université de Montréal)","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Chicoutimi; Université du Québec à Chicoutimi","funders":"","keywords":"Humanities; Art","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001217896,0.0004509769,0.0005450997,0.0001385738,0.001693657,0.0001002241,0.0005625071,0.0003497024,0.001898305],"category_scores_gemma":[0.0002937824,0.0005082863,0.0003327842,0.0007847049,0.0004408502,0.0004313266,0.0004537868,0.0004162131,0.00007909574],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01937673,"about_ca_system_score_gemma":0.003328337,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0192826,"about_ca_topic_score_gemma":0.2354183,"domain_scores_codex":[0.9954799,0.001405096,0.0003794928,0.0006801909,0.000674392,0.001380912],"domain_scores_gemma":[0.9976059,0.0005477238,0.0002542202,0.0003605661,0.0004041539,0.0008274508],"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":[0.0003748597,0.006379329,0.06370784,0.0006005475,0.001985472,0.006162511,0.08416431,0.003191837,0.01864258,0.188252,0.4361642,0.1903744],"study_design_scores_gemma":[0.003323655,0.0001747042,0.07842427,0.0005309365,0.000890594,0.0003099118,0.1316816,0.0018768,0.003200695,0.009476707,0.7690253,0.001084784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7735273,0.05616391,0.004417115,0.1568814,0.001100702,0.0004417547,0.0004022968,0.0000696691,0.006995942],"genre_scores_gemma":[0.5145817,0.1644238,0.07890968,0.00187464,0.001132631,0.00005221757,0.0001602136,0.0001177448,0.2387474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3328611,"threshold_uncertainty_score":0.9997368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767292483503651,"score_gpt":0.2661166326737132,"score_spread":0.2484437078386767,"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."}}