{"id":"W2143136490","doi":"10.7202/031644ar","title":"La modélisation cognitive de l’étudiant et les systèmes tutoriels intelligents","year":2007,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009665145,0.0002330151,0.0002141316,0.0002786676,0.0009131203,0.0007743398,0.0005576123,0.0002365773,0.00003095219],"category_scores_gemma":[0.001413145,0.0002498428,0.0001063419,0.001010916,0.0008007675,0.001327984,0.0001085069,0.0004157902,0.0001077225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001354826,"about_ca_system_score_gemma":0.0009475727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002386996,"about_ca_topic_score_gemma":0.0003245615,"domain_scores_codex":[0.9968446,0.0009657693,0.000475745,0.0005799311,0.0003843766,0.0007496104],"domain_scores_gemma":[0.9976664,0.00113651,0.0003539488,0.0002008353,0.0004452553,0.000197007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006792864,0.0001372877,0.007898404,0.000252596,0.00002328891,0.00003560793,0.1004031,0.006150072,0.0004188774,0.7932385,0.00008048875,0.09135497],"study_design_scores_gemma":[0.0006853211,0.001541794,0.1865125,0.01703897,0.0002358677,0.003227335,0.1179133,0.4531217,0.02326723,0.08796974,0.1060085,0.002477658],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1885992,0.003176285,0.7902789,0.0008777668,0.002527946,0.0002286869,0.000003831555,0.00007283946,0.01423453],"genre_scores_gemma":[0.9724278,0.0003722072,0.01411204,0.0001599384,0.0006505577,0.00001717237,0.0000045788,0.00001636117,0.01223931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7838286,"threshold_uncertainty_score":0.9999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3807450770487225,"score_gpt":0.4215021012077007,"score_spread":0.04075702415897819,"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."}}