{"id":"W4313241649","doi":"","title":"Systèmes d’aide à l’enseignement. Une étude de cas à propos du volume.","year":2022,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Social Sciences and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Physics; Philosophy","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":[0.01135773,0.0006899044,0.0009167853,0.002565574,0.004959039,0.01313161,0.002202597,0.004400088,0.0231576],"category_scores_gemma":[0.04156413,0.0005677381,0.000996912,0.004592082,0.005476284,0.009844133,0.004919193,0.003374397,0.00365216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01004655,"about_ca_system_score_gemma":0.008388144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03339794,"about_ca_topic_score_gemma":0.01455727,"domain_scores_codex":[0.9824277,0.009016512,0.001008847,0.001476878,0.004512527,0.001557521],"domain_scores_gemma":[0.9689782,0.02204287,0.001620902,0.002715438,0.00350881,0.001133854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001324946,0.0001252155,0.007101995,0.0003461525,0.00006837137,0.0005532683,0.006401071,0.005330524,0.0006541102,0.8858459,0.02469156,0.06874938],"study_design_scores_gemma":[0.0001981636,0.0001970833,0.01239222,0.0009319711,0.0001505538,0.001875777,0.007756796,0.0361954,0.002433495,0.3025057,0.6352128,0.0001500072],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1474431,0.02549398,0.206311,0.06474221,0.002526341,0.0005183644,0.001171986,0.00216991,0.5496231],"genre_scores_gemma":[0.9130557,0.00495956,0.0342841,0.001090487,0.0005501616,0.0003547922,0.0004605197,0.0002466918,0.04499789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03339794,"threshold_uncertainty_score":0.07746989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886590603072431,"score_gpt":0.2591299463980701,"score_spread":0.2402640403673458,"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."}}