{"id":"W4386266914","doi":"10.7202/1103274ar","title":"Les communautés d’apprentissage professionnelles en éducation : une revue de la littérature","year":2022,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0130452,0.0002211612,0.0002158792,0.000281068,0.008007643,0.0004355651,0.0009855619,0.0002418439,0.003249299],"category_scores_gemma":[0.002643267,0.0002574829,0.0001006841,0.004217851,0.00265802,0.0009458858,0.0001728148,0.001280388,0.00007048187],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003848302,"about_ca_system_score_gemma":0.003089667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004697298,"about_ca_topic_score_gemma":0.001252054,"domain_scores_codex":[0.9877522,0.01023979,0.0004273676,0.0005058019,0.0004622238,0.0006126161],"domain_scores_gemma":[0.9965317,0.002053826,0.0006739703,0.0003302406,0.0002604656,0.0001498528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001038798,0.0006269477,0.008988634,0.000228268,0.00001797763,0.000002838327,0.6205299,0.001622391,0.0004086848,0.3192046,0.01265717,0.03570218],"study_design_scores_gemma":[0.0001121667,0.0001293154,0.02702576,0.0002872356,0.00004821294,0.0001019799,0.4907966,0.001833652,0.00005963857,0.01942085,0.4598949,0.0002896907],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6493173,0.009630077,0.001354075,0.1437632,0.009220798,0.0005844361,0.00001866571,0.0001335209,0.1859779],"genre_scores_gemma":[0.9242148,0.001046605,0.006971889,0.0003778652,0.001256628,0.0001925553,0.00005076123,0.0000244082,0.06586448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4472377,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3300567679329408,"score_gpt":0.4961828198270983,"score_spread":0.1661260518941576,"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."}}