{"id":"W3105323459","doi":"10.18573/mas.114","title":"Martial Arts Leadership: Cultural and Regional Differences in Motivations, Leadership & Communication","year":2020,"lang":"en","type":"article","venue":"Martial Arts Studies","topic":"Martial Arts: Techniques, Psychology, and Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Martial arts; Club; Psychology; Shared leadership; Curriculum; Pedagogy; Construct (python library); Leadership style; Public relations; Sociology; Social psychology; Political science; Visual arts; Computer science; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001133081,0.00009363413,0.0001585547,0.0006789888,0.0007379952,0.001199441,0.0002936434,0.0002200534,0.003581015],"category_scores_gemma":[0.003401932,0.0001279828,0.0001711195,0.0006598881,0.0005801445,0.0004659492,0.0008326922,0.0003498211,0.0004342617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002828756,"about_ca_system_score_gemma":0.000445205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006203414,"about_ca_topic_score_gemma":0.01202999,"domain_scores_codex":[0.9991991,0.0003476835,0.00004794044,0.00008811409,0.0001584666,0.0001588126],"domain_scores_gemma":[0.9975521,0.0009132318,0.0006536702,0.0001278522,0.0003012354,0.0004518932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001444612,0.0001781657,0.8918746,0.00007647998,0.00005912823,0.0004657768,0.07897385,0.00007692434,0.002745752,0.0008539231,0.0005626614,0.02398838],"study_design_scores_gemma":[0.00000459374,0.00008243005,0.9292527,0.0000258215,0.000008029117,0.0003462636,0.06833298,0.0001151386,0.0002464002,0.0001005661,0.001474288,0.00001066946],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981349,0.00008639396,0.00004132876,0.00006734184,0.00000534222,0.000004693511,0.00002379954,8.941975e-7,0.00163539],"genre_scores_gemma":[0.9995356,0.00004964091,0.000041761,0.00001764936,0.000002609883,0.000004598928,0.00002246396,0.000001467343,0.0003242614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006203414,"threshold_uncertainty_score":0.01233459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6707831136192024,"score_gpt":0.4383185569851443,"score_spread":0.2324645566340581,"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."}}