{"id":"W4380048803","doi":"10.7202/1100071ar","title":"Communautés d’apprentissage professionnelles auprès du personnel enseignant au primaire en contexte francominoritaire : moyen prometteur pour faciliter la mise en oeuvre de la pédagogie universelle","year":2023,"lang":"fr","type":"article","venue":"Éducation et francophonie","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; Université de Saint-Boniface","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006527144,0.0005335368,0.0006273552,0.0002647517,0.002887903,0.0002274058,0.0008365727,0.0007429342,0.0009667478],"category_scores_gemma":[0.00164406,0.0005279873,0.000283569,0.001740186,0.0008635337,0.0007616643,0.0004065773,0.001213881,0.0008132616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00207039,"about_ca_system_score_gemma":0.003958586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007939166,"about_ca_topic_score_gemma":0.003226052,"domain_scores_codex":[0.9858976,0.0112292,0.0005804657,0.000720154,0.000687307,0.0008852472],"domain_scores_gemma":[0.9942058,0.004161223,0.0003495367,0.0006146703,0.0003275044,0.0003412846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006686314,0.0007796608,0.005225669,0.001000143,0.00009936686,0.00007384237,0.9378378,0.0001281983,0.001713868,0.003055416,0.03234566,0.01767351],"study_design_scores_gemma":[0.001592958,0.000109952,0.02760907,0.001973593,0.00009716961,0.00001640934,0.6893162,0.001710015,0.0001973038,0.001653495,0.2750502,0.0006736178],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9404626,0.003140055,0.000716653,0.02712515,0.004480344,0.001294864,0.0002206552,0.0004357035,0.02212394],"genre_scores_gemma":[0.872278,0.001845505,0.0005350232,0.000308256,0.000703705,0.0001521601,0.0001170217,0.00006820203,0.1239922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2485216,"threshold_uncertainty_score":0.9999647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02599888178205294,"score_gpt":0.3196669283304489,"score_spread":0.2936680465483959,"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."}}