{"id":"W4298158726","doi":"","title":"Apprentissage machine pour la prédiction de la réaction émotionnelle de l'apprenant","year":2007,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Educational and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0190963,0.0004745825,0.0004809151,0.0002005255,0.002367532,0.0005129065,0.001000766,0.0008381652,0.000724768],"category_scores_gemma":[0.002703491,0.0005384115,0.0004188055,0.0007750252,0.001381694,0.0002731664,0.0006400807,0.001221029,0.0001454824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239979,"about_ca_system_score_gemma":0.001152241,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02356012,"about_ca_topic_score_gemma":0.01193381,"domain_scores_codex":[0.9797227,0.01713143,0.0007186853,0.0008538258,0.0007732362,0.0008000669],"domain_scores_gemma":[0.9913642,0.005064191,0.0007515276,0.0007929145,0.001609524,0.0004176475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002300439,0.002287739,0.0226544,0.0001811545,0.0002626589,0.000009294959,0.1528947,0.0002318077,0.00128767,0.7012457,0.004697487,0.1142244],"study_design_scores_gemma":[0.001283778,0.000001730331,0.1803409,0.002940938,0.0004029002,0.00006177645,0.01726545,0.009747298,0.006540494,0.1358064,0.6441426,0.001465806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2190055,0.004926179,0.2932458,0.04468644,0.001375773,0.0007333687,0.0001074608,0.0003883554,0.4355311],"genre_scores_gemma":[0.8867013,0.008838023,0.02012228,0.0001240896,0.0003921806,0.0001336441,0.0003080853,0.00006277728,0.08331757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6676958,"threshold_uncertainty_score":0.9997067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609110493633938,"score_gpt":0.2751784318395091,"score_spread":0.2590873269031697,"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."}}