{"id":"W2325986300","doi":"10.12806/v14/i2/r6","title":"Leading our World Forward: An Examination of Student Leadership Development","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":"McMaster University","funders":"","keywords":"Leadership development; Educational leadership; Neuroleadership; Leadership; Leadership studies; Grounded theory; Shared leadership; Leadership style; Process (computing); Qualitative research; Field (mathematics); Psychology; Pedagogy; Political science; Public relations; Sociology; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005696748,0.0001222483,0.0002564504,0.0007569271,0.0002275024,0.0001021904,0.0004482157,0.00007141174,0.00003883104],"category_scores_gemma":[0.0009454871,0.0001172883,0.00006765102,0.0007489867,0.0001345331,0.0009116238,0.00001969055,0.0002745028,0.00003177581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020841,"about_ca_system_score_gemma":0.004316031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007368895,"about_ca_topic_score_gemma":0.001100071,"domain_scores_codex":[0.9966115,0.0007822834,0.0006285283,0.0001510236,0.001462962,0.0003636393],"domain_scores_gemma":[0.9967889,0.0001613225,0.0006735929,0.0001441618,0.001822146,0.0004098868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004956667,0.001586252,0.09867369,0.0001396868,0.0001283315,0.000001852336,0.7560127,0.00004977929,0.0002869476,0.003206009,0.03167329,0.1081919],"study_design_scores_gemma":[0.0002581927,0.0001205913,0.2146328,0.0001383381,0.00002529679,0.000001924014,0.7575963,8.735466e-7,0.0007259263,0.0001145395,0.02626662,0.0001186409],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465033,0.001532771,0.000259438,0.0385081,0.002685664,0.0003926983,4.762886e-7,0.00002565737,0.01009194],"genre_scores_gemma":[0.9847069,0.00002319581,0.002717657,0.0002470663,0.001130528,0.00001568705,0.000003400895,0.00001368912,0.01114182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1159591,"threshold_uncertainty_score":0.7656453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.306198143349153,"score_gpt":0.4757613845570392,"score_spread":0.1695632412078862,"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."}}