{"id":"W2155851554","doi":"10.4267/2042/23983","title":"La communauté d'apprentissage en réponse aux besoins de développement professionnel des enseignants en sciences et technologie / The learning community : a response to the needs of teachers' professional development in science education","year":2008,"lang":"en","type":"article","venue":"Didaskalia","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Context (archaeology); Pedagogy; Sociology; Exploratory research; Learning community; Professional learning community; School teachers; Library science; Social science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008221096,0.000245442,0.0002165531,0.0007905106,0.006725251,0.004256318,0.001153499,0.001696162,0.004184187],"category_scores_gemma":[0.02221433,0.0002818489,0.0002808341,0.0005906004,0.005531633,0.002435285,0.005339296,0.002101272,0.0005447543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01633214,"about_ca_system_score_gemma":0.02556666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3800528,"about_ca_topic_score_gemma":0.5230619,"domain_scores_codex":[0.993979,0.002713301,0.0002007299,0.0004616967,0.001577382,0.001067902],"domain_scores_gemma":[0.9659148,0.007229195,0.006986897,0.001503123,0.008877746,0.009488207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000357506,0.0002825291,0.1988115,0.0002363403,0.00003181522,0.00188045,0.6415645,0.0001729222,0.004974576,0.01446474,0.01519507,0.1220279],"study_design_scores_gemma":[0.00005389113,0.0003467106,0.3749606,0.0002416551,0.0000369334,0.0009123199,0.4293947,0.0008114523,0.001644096,0.002608394,0.1888971,0.00009204877],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9340163,0.001085486,0.00268001,0.02792867,0.0002284159,0.0001010627,0.0001113812,0.0001052989,0.03374336],"genre_scores_gemma":[0.9865813,0.0003487016,0.0009671428,0.0006025524,0.00004085338,0.00004662359,0.00003263723,0.00002389462,0.0113563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3800528,"threshold_uncertainty_score":0.7556813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1943449462453745,"score_gpt":0.4578868377792273,"score_spread":0.2635418915338529,"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."}}