{"id":"W2181574495","doi":"10.12806/v14/i2/r11","title":"A Longitudinal Study of Canadian Student Leadership Practices","year":2015,"lang":"en","type":"article","venue":"Journal of Leadership Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Psychology; Leadership development; Leadership style; Educational leadership; Longitudinal study; Pedagogy; Medical education; Social psychology; Public relations; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00296526,0.0003926647,0.0004643841,0.002059144,0.007767519,0.002174419,0.001419019,0.0006419185,0.002098762],"category_scores_gemma":[0.004867866,0.0004479803,0.0005045264,0.004975848,0.0008947175,0.000834914,0.001393541,0.001835544,0.0004832764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03059186,"about_ca_system_score_gemma":0.04831565,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9896978,"about_ca_topic_score_gemma":0.9952132,"domain_scores_codex":[0.9979731,0.0002367695,0.00006504918,0.0002216303,0.0007777489,0.000725696],"domain_scores_gemma":[0.9918523,0.0002758294,0.0009303875,0.0002077046,0.004927035,0.001806735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008860137,0.0001983352,0.9656282,0.00003153,0.0000407058,0.00008871916,0.01789324,0.00005563341,0.0001784728,0.0002436632,0.002330414,0.0132225],"study_design_scores_gemma":[0.000006935315,0.00009723895,0.9767561,0.00004708908,0.00001433369,0.00005111374,0.01870221,0.0001979675,0.0000676905,0.00003929251,0.00399388,0.00002612697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956,0.0003503945,0.0001028609,0.0003792066,0.00002340503,0.00005315707,0.001218837,0.000007455591,0.002264782],"genre_scores_gemma":[0.9961623,0.0003044238,0.0002599158,0.0001649704,0.000006571153,0.0000423884,0.001019621,0.000004633483,0.002035225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03059186,"threshold_uncertainty_score":0.2219605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5169264819450412,"score_gpt":0.5217521219794669,"score_spread":0.004825640034425649,"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."}}