{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003082134,0.00009264936,0.0001101168,0.0000682891,0.002656491,0.0001673091,0.00005835484,0.00006221204,0.00002658397],"category_scores_gemma":[0.0009020268,0.00009172753,0.00002148958,0.00002808946,0.0002186498,0.0001539881,0.00002128171,0.001278624,0.00000898383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003048157,"about_ca_system_score_gemma":0.00002374916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008452384,"about_ca_topic_score_gemma":0.0004621956,"domain_scores_codex":[0.9979201,0.001340103,0.000107057,0.0001954406,0.0001477721,0.0002895506],"domain_scores_gemma":[0.9993758,0.0004401508,0.00005139648,0.00005020192,0.00001096112,0.00007150277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003863024,0.00003785892,0.1330277,0.00002457835,0.0000123713,0.000001404476,0.605097,0.00001423343,0.00009667281,0.1193978,0.001580403,0.1407062],"study_design_scores_gemma":[0.0001532324,0.00001938693,0.05164537,0.00003753265,0.00001349141,0.000002576891,0.6153166,0.00004049355,0.000001553536,0.0004826915,0.3321208,0.0001662475],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8147737,0.001918842,0.0003417364,0.04627611,0.0001431435,0.00008155916,1.612113e-7,0.0003451678,0.1361196],"genre_scores_gemma":[0.9796284,0.00001411719,0.001127519,0.0003362079,0.0005414327,0.000003612123,0.00000174585,0.0000105828,0.01833631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3305404,"threshold_uncertainty_score":0.9986419,"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."}}