{"id":"W2465599750","doi":"","title":"NAVIGATING IN STORMY WATERS","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":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational leadership; Sociology; Social justice; School administration; Pedagogy; Principal (computer security); Instructional leadership; Construct (python library); Administration (probate law); Public relations; Political science; Criminology","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":[0.001697672,0.0004990268,0.0004142099,0.0007385782,0.01949071,0.005822656,0.001521968,0.004061817,0.01152568],"category_scores_gemma":[0.004449123,0.0003282455,0.0005023025,0.0008467953,0.006203479,0.006335237,0.00951883,0.00410759,0.002265798],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0024487,"about_ca_system_score_gemma":0.007387966,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01788866,"about_ca_topic_score_gemma":0.05826446,"domain_scores_codex":[0.9974369,0.001152989,0.00005251067,0.000225416,0.000303431,0.0008286879],"domain_scores_gemma":[0.9983469,0.000252525,0.0002310994,0.0001167359,0.0002318639,0.0008208101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001686712,0.0002435649,0.01886217,0.000405964,0.00005452992,0.02283025,0.5640724,0.004110817,0.003064566,0.1603493,0.1262114,0.09962647],"study_design_scores_gemma":[0.000009816439,0.00008732083,0.001677961,0.0003336884,0.00001696366,0.001549322,0.4800749,0.001582868,0.0005534284,0.03135422,0.4827074,0.00005226243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4752095,0.001446062,0.0533173,0.067477,0.002006564,0.0003430483,0.0002162656,0.0009801069,0.3990042],"genre_scores_gemma":[0.9258192,0.0007790474,0.01274149,0.003945699,0.0001304484,0.0001361173,0.00008800642,0.0002548438,0.05610514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9975513,"threshold_uncertainty_score":0.03855729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07613727623206926,"score_gpt":0.4132412723450266,"score_spread":0.3371039961129573,"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."}}