{"id":"W4402109645","doi":"10.55016/ojs/jet.v44i2.52247","title":"Administrative Leadership in the Age of Inclusion: Promoting Best Practices and Teacher Empowerment","year":2018,"lang":"en","type":"article","venue":"Journal of educational thought.","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Cape Breton University","funders":"","keywords":"Empowerment; Inclusion (mineral); Best practice; Pedagogy; Sociology; Medical education; Psychology; Political science; Public relations; Medicine; Gender studies; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003642266,0.00005866052,0.0001047622,0.0000867928,0.0003819712,0.00005531502,0.0002390908,0.00004445368,0.0003501535],"category_scores_gemma":[0.002393216,0.00004169338,0.00003343719,0.000253357,0.0003758339,0.0003005247,0.0000303195,0.0002340959,0.000002926006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005682665,"about_ca_system_score_gemma":0.001049555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001302496,"about_ca_topic_score_gemma":0.0004706598,"domain_scores_codex":[0.9985414,0.0005022415,0.0003238994,0.00008027177,0.0004235557,0.000128592],"domain_scores_gemma":[0.9980537,0.000823931,0.0007756466,0.00006431046,0.0002271921,0.00005526265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003040751,0.0009325455,0.05696786,0.00002062781,0.00002588025,0.000002693337,0.9048394,1.994892e-7,0.0004613362,0.03211625,0.001222002,0.00338081],"study_design_scores_gemma":[0.0003432464,0.0004043818,0.1431002,0.0002984608,0.00003787886,0.00003664527,0.7080806,0.000002298764,0.0002340183,0.006141413,0.1412021,0.0001187222],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8485094,0.0004584197,0.000003268782,0.09712689,0.0003315086,0.0001052367,4.035996e-7,0.000001229212,0.05346361],"genre_scores_gemma":[0.9932641,0.00002813552,0.002338032,0.0005112127,0.001622151,0.000003751258,0.000001117766,0.000003731086,0.002227793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1967588,"threshold_uncertainty_score":0.3833935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3927246294030278,"score_gpt":0.4875598635649477,"score_spread":0.09483523416191991,"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."}}