{"id":"W2275554939","doi":"10.1080/10609393.2015.1096148","title":"Decision-Making Styles of Russian School Principals","year":2015,"lang":"en","type":"article","venue":"Russian Education & Society","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"ROWE; Leadership style; Principal (computer security); Educational leadership; Style (visual arts); Competition (biology); Scale (ratio); Political science; Work (physics); Pedagogy; Public relations; Psychology; Sociology; Management; Geography; 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":[0.001279178,0.0002747392,0.0002962755,0.0009220941,0.0007910064,0.001717623,0.0002133069,0.0002229497,0.001346727],"category_scores_gemma":[0.003065319,0.0001611284,0.0003179741,0.0005268804,0.0005491318,0.0002830178,0.0006169701,0.0004116267,0.0003647425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004933242,"about_ca_system_score_gemma":0.0004558805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002263551,"about_ca_topic_score_gemma":0.003074612,"domain_scores_codex":[0.9990352,0.000321869,0.00007041555,0.0001366668,0.0002383911,0.0001974309],"domain_scores_gemma":[0.9979881,0.0003245985,0.0006074723,0.0001155868,0.0003805632,0.0005836646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002146182,0.0003052033,0.9402832,0.00004366409,0.00006334194,0.0002217522,0.03005245,0.0002789061,0.00270219,0.0006130121,0.0004664769,0.02475509],"study_design_scores_gemma":[0.00001805806,0.0003651196,0.9578606,0.00003402612,0.00001701604,0.0002099227,0.03715654,0.0005433181,0.0006043792,0.0004500656,0.002714378,0.00002648168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992119,0.00004239164,0.00004835892,0.00002270017,0.000004213021,0.00000516691,0.00001876348,0.000001218447,0.000645205],"genre_scores_gemma":[0.9993319,0.00004960723,0.00006236161,0.000008135289,0.000002778824,0.000003647523,0.00002960618,9.958942e-7,0.0005109315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002263551,"threshold_uncertainty_score":0.006765008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05966122214909978,"score_gpt":0.4061700586845967,"score_spread":0.3465088365354969,"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."}}