{"id":"W2145237464","doi":"10.7202/032015ar","title":"La gestion de la classe durant un stage d’initiation à l’enseignement et l’émergence d’une communauté virtuelle axée sur la résolution de problème","year":2007,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Political science; Art","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","sts"],"consensus_categories":[],"category_scores_codex":[0.018629,0.0002231634,0.0001995673,0.0002138508,0.001804382,0.0003224582,0.0004267728,0.0004185952,0.0001863262],"category_scores_gemma":[0.001544399,0.0002513553,0.0001048185,0.001857148,0.00191428,0.0011754,0.00006559084,0.0006282005,0.00003894816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002186083,"about_ca_system_score_gemma":0.002555849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005900854,"about_ca_topic_score_gemma":0.00729444,"domain_scores_codex":[0.9938339,0.003901731,0.0004994178,0.0004291171,0.0005244283,0.0008113784],"domain_scores_gemma":[0.9969819,0.00192746,0.0004448005,0.0002123275,0.0002144416,0.000219039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005743009,0.001465901,0.02040327,0.0004578395,0.00003924007,0.00006127736,0.3170822,0.02345918,0.01206116,0.4288504,0.0009105773,0.1951516],"study_design_scores_gemma":[0.001171521,0.0009237849,0.4647666,0.002540119,0.0002862071,0.0004070028,0.1643807,0.1662781,0.002614594,0.06453735,0.1306836,0.001410469],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8955204,0.001451694,0.05534423,0.01035876,0.0006359014,0.0003397161,0.00001032025,0.0001036152,0.0362354],"genre_scores_gemma":[0.969416,0.002961423,0.02490703,0.0001833334,0.0003025472,0.00002785208,0.00003116672,0.00002011624,0.002150592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4443633,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1426528350819825,"score_gpt":0.4038229377595321,"score_spread":0.2611701026775496,"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."}}