{"id":"W2147973601","doi":"10.7202/032011ar","title":"Enseignants débutants et pratiques de gestion de classe","year":2007,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Sociology; 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":[],"consensus_categories":[],"category_scores_codex":[0.01058496,0.000183209,0.0001727784,0.0001834735,0.001219162,0.0002599374,0.0003733171,0.0002694978,0.0001650768],"category_scores_gemma":[0.00226481,0.0002023847,0.00007676869,0.001210492,0.002570103,0.0008272919,0.00002708572,0.0003332859,0.00009883154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003330291,"about_ca_system_score_gemma":0.003168925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00487983,"about_ca_topic_score_gemma":0.01591249,"domain_scores_codex":[0.9966801,0.001273974,0.0003466902,0.0003988241,0.0003394499,0.0009609267],"domain_scores_gemma":[0.9984373,0.0006516501,0.0002505394,0.000158489,0.0002016617,0.0003003138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006142984,0.0002508797,0.03922574,0.0000973838,0.00001176071,0.000004025375,0.8659346,0.00007186912,0.0005711024,0.05979896,0.002506792,0.03152077],"study_design_scores_gemma":[0.00012398,0.00016673,0.31519,0.00052167,0.00005831533,0.00008720192,0.6323461,0.001175764,0.0005765242,0.03097345,0.01841414,0.0003661487],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8322778,0.007555034,0.009322927,0.1289847,0.002055643,0.0002592882,0.000004615365,0.0001070996,0.01943289],"genre_scores_gemma":[0.9685443,0.002134932,0.01614382,0.001574457,0.0008857658,0.00002085856,0.000003848983,0.00001396286,0.01067804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2759642,"threshold_uncertainty_score":0.9469653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6792181448289305,"score_gpt":0.5160062380809132,"score_spread":0.1632119067480173,"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."}}