{"id":"W2158601102","doi":"","title":"GRADUATE PROGRAMS IN EDUCATION: IMPACT ON TEACHERS’ CAREERS","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workload; Medical education; Psychology; Graduate students; Selection (genetic algorithm); Career development; Work (physics); Personnel selection; Balance (ability); Pedagogy; Management; Medicine; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001617665,0.00009642865,0.0001450843,0.0008383057,0.001445987,0.001413443,0.000387732,0.0005308024,0.009055139],"category_scores_gemma":[0.01155018,0.0001163881,0.000274258,0.0006538164,0.0004595921,0.0004901845,0.001574803,0.001320548,0.0005721118],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185725,"about_ca_system_score_gemma":0.002826354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01060681,"about_ca_topic_score_gemma":0.03577071,"domain_scores_codex":[0.9984711,0.000508979,0.00004610729,0.00007676393,0.0002615818,0.0006354816],"domain_scores_gemma":[0.9840012,0.003002287,0.002437015,0.0002061214,0.001630665,0.008722751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003647767,0.001127269,0.9021603,0.00006555473,0.00002847219,0.000481103,0.004731022,0.0001886818,0.000539623,0.001158737,0.004425924,0.08472847],"study_design_scores_gemma":[0.00001578118,0.0002403499,0.9825561,0.00007499733,0.00001090564,0.0002002455,0.01054565,0.0001056552,0.0001309778,0.0002057522,0.005905855,0.000007745754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903468,0.0003409914,0.00005593842,0.001729022,0.00003453204,0.000008747921,0.00008990426,0.000006772116,0.007387338],"genre_scores_gemma":[0.9977112,0.0001982755,0.00006724281,0.000120542,0.00002849796,0.000006488586,0.00006675548,0.000003566863,0.00179738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988143,"threshold_uncertainty_score":0.03029245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1619630321231194,"score_gpt":0.424047530620498,"score_spread":0.2620844984973786,"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."}}