{"id":"W4361757277","doi":"10.18162/fp.2023.a277","title":"Cinq conditions essentielles pour planifier une activité de développement professionnel efficace pour le personnel éducatif","year":2023,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003822128,0.000588742,0.0006811974,0.00152794,0.002120812,0.002005601,0.0007385708,0.002035371,0.03591777],"category_scores_gemma":[0.01654806,0.0003000783,0.001075864,0.0008191355,0.0007538197,0.001086063,0.001667129,0.0018551,0.002494176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003483128,"about_ca_system_score_gemma":0.01033159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02464208,"about_ca_topic_score_gemma":0.03146653,"domain_scores_codex":[0.995132,0.001039188,0.0006596412,0.0004582749,0.001125315,0.001585532],"domain_scores_gemma":[0.9856684,0.004532014,0.002362204,0.0003887099,0.003044691,0.004003984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005576208,0.00447555,0.4505522,0.00351521,0.0004943316,0.006926126,0.007522573,0.002741434,0.01530912,0.01148929,0.04715688,0.4442411],"study_design_scores_gemma":[0.00073696,0.003384181,0.8402924,0.002421556,0.0003830227,0.005142279,0.0150426,0.001529046,0.006515094,0.003713207,0.1206535,0.0001861099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8111458,0.0172644,0.006971904,0.03824643,0.001811204,0.001481062,0.003272715,0.0003105951,0.1194958],"genre_scores_gemma":[0.9517717,0.005278858,0.008349487,0.002812369,0.0005868474,0.001372092,0.001494127,0.00007654748,0.02825817],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03591777,"threshold_uncertainty_score":0.1201569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2707935323239194,"score_gpt":0.4848857387542536,"score_spread":0.2140922064303342,"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."}}