{"id":"W1493669895","doi":"","title":"Retention of New Teachers in Minority French and French Immersion Programs in Manitoba","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Attrition; Mentorship; French; Political science; Humanities; French immersion; Sociology; Library science; Pedagogy; Medicine; Art; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00138063,0.00008492795,0.0001540202,0.0006883324,0.0001175359,0.00006339238,0.0001777154,0.0001115387,0.00007218979],"category_scores_gemma":[0.0006551906,0.0001027545,0.00003936178,0.0006217646,0.00008119522,0.0004981864,0.000002052836,0.0002526603,0.000001243803],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002491964,"about_ca_system_score_gemma":0.01189456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8316402,"about_ca_topic_score_gemma":0.9808627,"domain_scores_codex":[0.9988181,0.0001934917,0.0004244997,0.000126364,0.00008557495,0.0003519417],"domain_scores_gemma":[0.9984133,0.00006812085,0.0004107138,0.0001088616,0.0002850775,0.0007138914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004413837,0.0001433186,0.5421801,0.00003418043,0.000007523295,0.00000316774,0.3426042,0.0000188852,0.0001010365,0.01201143,0.009776307,0.09311542],"study_design_scores_gemma":[0.0001405317,0.00007965989,0.8399867,0.000198176,0.00001816391,0.00002412053,0.1188356,0.000005903484,0.000007161059,0.006486892,0.03411729,0.00009980985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776769,0.0008967236,0.000007875806,0.01668069,0.001174014,0.0001837728,0.000001874288,0.000001581312,0.003376604],"genre_scores_gemma":[0.997314,0.0001632991,0.0005905954,0.0001816396,0.0004905874,0.000004000908,0.00001646536,0.000004424758,0.001235025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2978066,"threshold_uncertainty_score":0.9937071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08667812931098207,"score_gpt":0.323749394944598,"score_spread":0.237071265633616,"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."}}