{"id":"W7097510852","doi":"","title":"Learning from Leadership: Investigating the Links to Improved Student Learning","year":2010,"lang":"en","type":"article","venue":"","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Experiential learning; Foundation (evidence); Higher education; Active learning (machine learning); Student engagement; Blended learning","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":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004027972,0.0001167256,0.0001357565,0.0000803927,0.002759922,0.0003984446,0.0006126776,0.0002583168,0.001451726],"category_scores_gemma":[0.004763064,0.00008935288,0.0000503393,0.0004525736,0.0004019904,0.0001747878,0.00007770414,0.003012277,0.0002953041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007998048,"about_ca_system_score_gemma":0.0007090932,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02269194,"about_ca_topic_score_gemma":0.06550122,"domain_scores_codex":[0.9972034,0.0007911954,0.0002551233,0.0003332524,0.0006562072,0.0007608361],"domain_scores_gemma":[0.9974274,0.001564952,0.00009094028,0.0002132391,0.000215853,0.0004876071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005146813,0.00004335244,0.3610022,0.00001855078,0.00001674566,4.242165e-7,0.6031892,0.00005512576,0.006006731,0.008856254,0.001459576,0.01934662],"study_design_scores_gemma":[0.0001482119,0.00008220358,0.06219856,0.00002681087,0.000007291605,1.402067e-7,0.8068366,0.0002904119,0.0002554219,0.0005386464,0.1294368,0.0001789033],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8497363,0.00007096503,0.0001034629,0.1243038,0.0007357834,0.000488188,2.513436e-7,0.0001765511,0.02438467],"genre_scores_gemma":[0.9663059,0.00002500732,0.001513498,0.003170489,0.002192033,0.00005945153,0.000004758811,0.00001945766,0.02670944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2988037,"threshold_uncertainty_score":0.9994611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.21205415015455,"score_gpt":0.4527010305483131,"score_spread":0.2406468803937631,"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."}}