{"id":"W2809567534","doi":"10.7202/1047140ar","title":"Stratégies d’encadrement favorisant l’insertion professionnelle des nouveaux enseignants issus de l’immigration : l’apport du leadership","year":2018,"lang":"fr","type":"article","venue":"Éducation et francophonie","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Université du Québec à Montréal","funders":"","keywords":"Political science; Humanities; Immigration; Sociology; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00577655,0.0003911826,0.0003560205,0.0002960515,0.003013831,0.0002417607,0.0004823297,0.0005346028,0.005878445],"category_scores_gemma":[0.0007901709,0.0004177615,0.0001417354,0.001443522,0.001932727,0.00115323,0.00004215602,0.0006234334,0.001483934],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001841782,"about_ca_system_score_gemma":0.008621966,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01530287,"about_ca_topic_score_gemma":0.04254606,"domain_scores_codex":[0.9937447,0.002049613,0.0008375574,0.0007382454,0.001091989,0.001537942],"domain_scores_gemma":[0.9966809,0.0004637113,0.0004470623,0.000497847,0.001302243,0.0006082751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001004381,0.0013984,0.03155047,0.0008970443,0.00005296377,0.00000417619,0.8066997,0.00001548544,0.001105389,0.01194752,0.1161832,0.03004516],"study_design_scores_gemma":[0.000590292,0.0004570421,0.1087674,0.0007488263,0.00004844525,0.00001013541,0.7821053,0.0003501996,0.002213377,0.007841529,0.09636997,0.0004975282],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7775484,0.007357076,0.002945652,0.1727442,0.01634653,0.001473634,0.00002102757,0.0001779651,0.02138556],"genre_scores_gemma":[0.9534284,0.006517014,0.001357197,0.002217792,0.00601286,0.0002436025,0.00007952989,0.00005693747,0.0300866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1758801,"threshold_uncertainty_score":0.9998274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1772494323889933,"score_gpt":0.4041300897567267,"score_spread":0.2268806573677334,"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."}}