{"id":"W2111798027","doi":"10.1177/1741143214525724","title":"School leadership in Europe","year":2014,"lang":"en","type":"article","venue":"Educational Management Administration & Leadership","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Instructional leadership; Educational leadership; School administration; Pedagogy; Political science; Sociology; Psychology; Public relations; Public administration","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005625333,0.0002292597,0.0001337622,0.0004774925,0.0002409621,0.0002539294,0.0003971328,0.00005786577,0.001491266],"category_scores_gemma":[0.002087902,0.0002549521,0.00004926981,0.001618354,0.0001992673,0.0006029799,0.00003233455,0.0002737105,0.002265311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001093609,"about_ca_system_score_gemma":0.0002873467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002899126,"about_ca_topic_score_gemma":0.0000164625,"domain_scores_codex":[0.9972788,0.0004140123,0.0004134046,0.0007982628,0.0005967192,0.0004987626],"domain_scores_gemma":[0.998781,0.0004008642,0.0001636836,0.0003331211,0.0001064828,0.0002148225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001762851,0.001557856,0.01205846,0.0002540703,0.000007501872,0.00001133687,0.0005392529,0.00007343724,0.01466187,0.941014,0.02011326,0.009532654],"study_design_scores_gemma":[0.002595483,0.0007181226,0.697708,0.000314551,0.00005941378,0.00007787187,0.01216426,0.001022058,0.04554497,0.01734128,0.2208306,0.001623424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1452034,0.0000553492,0.003408131,0.2586942,0.005851155,0.001837434,0.00001016884,0.0003866304,0.5845535],"genre_scores_gemma":[0.9332564,0.000012427,0.0002244056,0.01919518,0.0004579595,0.0001718167,0.0000333639,0.00002453771,0.04662389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9236727,"threshold_uncertainty_score":0.9999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2117485846994769,"score_gpt":0.3164905364583193,"score_spread":0.1047419517588424,"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."}}