{"id":"W2224142988","doi":"10.26522/tl.v3i2.43","title":"Leadership and Teaching","year":2006,"lang":"en","type":"article","venue":"Teaching and Learning","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ceremony; Honor; Principal (computer security); Psychology; Medical education; Mathematics education; Sociology; History; Computer science; Medicine; Computer security; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003561768,0.0003304976,0.000291068,0.0008120207,0.009385454,0.009025383,0.0006305318,0.001741881,0.02669134],"category_scores_gemma":[0.00850426,0.0001426065,0.0002181509,0.001111041,0.009220127,0.003330332,0.003142241,0.003994707,0.005458845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006094658,"about_ca_system_score_gemma":0.01120204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01170796,"about_ca_topic_score_gemma":0.01917737,"domain_scores_codex":[0.9922363,0.004203901,0.0001122311,0.0003854103,0.001244824,0.00181735],"domain_scores_gemma":[0.9922917,0.001167812,0.0007013522,0.0002913163,0.001077275,0.004470483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003072804,0.000129724,0.003606544,0.0001523466,0.00001006602,0.0003177489,0.03854451,0.0001028621,0.0001619502,0.5743504,0.2711213,0.1114719],"study_design_scores_gemma":[0.00002105752,0.00005414884,0.004274251,0.0003779775,0.000003816158,0.0003065866,0.02099778,0.00007387166,0.00008227425,0.05981559,0.9139768,0.0000158364],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01224033,0.02180812,0.001672145,0.1203561,0.00394104,0.00005233628,0.00005833463,0.0001217397,0.8397498],"genre_scores_gemma":[0.6858643,0.0124033,0.001017084,0.01807048,0.001726063,0.00009541671,0.00006252772,0.000113252,0.2806475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02669134,"threshold_uncertainty_score":0.08929145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.115102359652197,"score_gpt":0.3672305608556059,"score_spread":0.252128201203409,"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."}}