{"id":"W2276324332","doi":"10.4236/ce.2016.72023","title":"Collaborative Inquiry Driving Leadership Growth and School Improvement","year":2016,"lang":"en","type":"article","venue":"Creative Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Townsend; Work (physics); Educational leadership; Professional development; Political science; Pedagogy; Instructional leadership; Sociology; Management; Public relations; Engineering","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":[0.0558696,0.0008777229,0.0008547153,0.0038794,0.02107096,0.02501278,0.003648876,0.00489708,0.006093344],"category_scores_gemma":[0.05986344,0.0007055192,0.001032848,0.00261003,0.04610628,0.0149119,0.03579268,0.007534865,0.001245503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01693505,"about_ca_system_score_gemma":0.05609696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009879594,"about_ca_topic_score_gemma":0.01135066,"domain_scores_codex":[0.8822035,0.09380766,0.00174452,0.005279663,0.01010526,0.00685947],"domain_scores_gemma":[0.9025744,0.0577239,0.00640398,0.005591233,0.01075847,0.01694809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008146511,0.000563205,0.007293493,0.001089245,0.0001473891,0.001061322,0.5048006,0.001162461,0.000790361,0.3053799,0.04508059,0.13255],"study_design_scores_gemma":[0.00009244776,0.0002506954,0.003279753,0.0009906315,0.00004753768,0.0002946683,0.4262186,0.001687251,0.0007656452,0.221348,0.344969,0.00005578768],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.168908,0.01560575,0.06475885,0.354267,0.003859292,0.001415302,0.0001145934,0.0006226028,0.3904487],"genre_scores_gemma":[0.9439306,0.003503754,0.02469084,0.007925574,0.0004282139,0.0006268368,0.00005046043,0.0001994002,0.01864441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0558696,"threshold_uncertainty_score":0.2954702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1275582662175786,"score_gpt":0.3983049873608751,"score_spread":0.2707467211432965,"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."}}