{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002654423,0.00004761851,0.00006785744,0.0001255739,0.0001886834,0.0001144826,0.00007672395,0.00003673808,0.0007457387],"category_scores_gemma":[0.0006029885,0.00004681295,0.00002060204,0.0001871691,0.0001752335,0.0002690412,0.000001336161,0.0001558933,0.00002320725],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002106876,"about_ca_system_score_gemma":0.00693654,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05763853,"about_ca_topic_score_gemma":0.0992242,"domain_scores_codex":[0.9994014,0.0000824802,0.0002033176,0.00005205563,0.00009427257,0.0001664576],"domain_scores_gemma":[0.9991813,0.0001080461,0.00009777273,0.00003006323,0.0001510321,0.0004317735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002590727,0.00004664951,0.4840891,0.000010008,0.00001390691,0.000001407965,0.3613642,0.000002315989,0.00001148076,0.1274313,0.01457881,0.01244828],"study_design_scores_gemma":[0.0001714959,0.00004514342,0.7359534,0.00005743134,0.000004162602,0.00002017094,0.171997,0.000001218957,0.000009859504,0.008436838,0.08318718,0.0001161383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5532737,0.0001475894,8.608418e-7,0.4416839,0.0002080888,0.00005283436,0.000001173727,9.594654e-7,0.004630888],"genre_scores_gemma":[0.9965145,0.00001809045,0.0001725283,0.001345791,0.0008063162,0.000005779971,0.00000268363,0.000003003066,0.001131303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4432408,"threshold_uncertainty_score":0.9986932,"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."}}