{"id":"W2598991263","doi":"","title":"Managing Schools Today: The Skills Required for new Principals in Canada","year":2015,"lang":"en","type":"article","venue":"Education et societes","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autonomy; Demographics; Skills management; Public relations; Political science; Order (exchange); Pedagogy; Medical education; Psychology; Sociology; Business; Medicine","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":[0.002098108,0.0001910538,0.0002849137,0.000895366,0.01089811,0.003947564,0.001010312,0.0008127511,0.002711145],"category_scores_gemma":[0.005128773,0.0004078046,0.0002159529,0.001457134,0.002674632,0.001267392,0.001810827,0.001810822,0.0002401647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04502873,"about_ca_system_score_gemma":0.08891541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9768047,"about_ca_topic_score_gemma":0.9920388,"domain_scores_codex":[0.9971735,0.0002917676,0.00009436366,0.0002011243,0.0009443312,0.001294861],"domain_scores_gemma":[0.9909747,0.0007455089,0.0008585605,0.0001130982,0.002848915,0.004459211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001788436,0.0002733789,0.5346324,0.0003251582,0.00002283403,0.001735722,0.3856342,0.0002398542,0.00215316,0.003135576,0.009299164,0.06236975],"study_design_scores_gemma":[0.000009928726,0.00009634808,0.5351371,0.0001476859,0.0000106604,0.0002233839,0.4236737,0.0001954911,0.0003183709,0.0001522017,0.03999277,0.00004232208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903594,0.0003333778,0.00005617168,0.00277613,0.00002253065,0.00004300364,0.0001273166,0.000007387222,0.00627462],"genre_scores_gemma":[0.9938726,0.0006001277,0.0001264998,0.0004078204,0.000006695871,0.00001105626,0.00007429123,0.000004791196,0.00489597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04502873,"threshold_uncertainty_score":0.3267078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0927152494612782,"score_gpt":0.3971721313688454,"score_spread":0.3044568819075673,"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."}}