{"id":"W2184529162","doi":"10.36510/learnland.v1i2.256","title":"What Can Sport Expertise Teach Us About Educational Leadership?","year":2008,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Motivation and Self-Concept in Sports","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Educational leadership; Pace; Variety (cybernetics); Neuroleadership; Psychology; Leadership development; Shared leadership; Leadership studies; Pedagogy; Transactional leadership; Leadership style; Public relations; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001629939,0.0001786458,0.0002145547,0.0001216981,0.0002973011,0.00005608475,0.0001653185,0.0001474028,0.0141899],"category_scores_gemma":[0.0000516053,0.0001677488,0.0000849537,0.0001619678,0.00007561013,0.0001942016,0.00001754015,0.0004055619,0.0005818334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003939869,"about_ca_system_score_gemma":0.00007606279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001465874,"about_ca_topic_score_gemma":0.00004963574,"domain_scores_codex":[0.998625,0.00007379218,0.0002815236,0.000386107,0.0002552512,0.0003782955],"domain_scores_gemma":[0.999335,0.00007303293,0.0001399235,0.000252076,0.0000626183,0.0001373398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002825892,0.0001201735,0.9344496,0.000006620925,0.000032272,0.00004401801,0.0424615,0.0001130307,0.00001354053,0.0008693216,0.01798727,0.003874403],"study_design_scores_gemma":[0.0004779672,0.00004830822,0.7760369,0.00003899398,0.000008537155,0.0001679689,0.01271196,0.00001618121,0.00001670651,0.00001582256,0.2102309,0.0002297199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680806,0.001583071,0.0000239044,0.002156714,0.001557489,0.0001199396,0.000001072392,0.0001657769,0.02631141],"genre_scores_gemma":[0.8813668,0.0001124396,0.00009700411,0.001369749,0.0005948131,0.00005049159,0.0001375721,0.000030313,0.1162408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1922437,"threshold_uncertainty_score":0.9867113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04048430916430453,"score_gpt":0.2949681597401497,"score_spread":0.2544838505758452,"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."}}