{"id":"W2988834914","doi":"10.1002/yd.20363","title":"Leadership Education: Advancing a Community of Practice","year":2019,"lang":"en","type":"article","venue":"New Directions for Student Leadership","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Agency (philosophy); Reflection (computer programming); Identity (music); Sociology; Pedagogy; Engineering ethics; Medical education; Political science; Public relations; Medicine; Social science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00440941,0.000167432,0.0002866239,0.0003201009,0.001464432,0.0001099006,0.0006211193,0.0001849141,0.0006856882],"category_scores_gemma":[0.003176175,0.0001914378,0.0001592598,0.0009356915,0.0003000226,0.0006683104,0.00003186093,0.000683143,0.0001236666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005214362,"about_ca_system_score_gemma":0.003743088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01635246,"about_ca_topic_score_gemma":0.02054719,"domain_scores_codex":[0.9963576,0.001336316,0.000430247,0.0002990157,0.0007674028,0.00080944],"domain_scores_gemma":[0.994442,0.003635458,0.0002646671,0.000521445,0.0007539389,0.000382513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002311379,0.003279528,0.08407423,0.001471546,0.0002032708,2.740526e-7,0.6988685,0.00003287002,0.0002319924,0.08981419,0.06549572,0.05629676],"study_design_scores_gemma":[0.0003828506,0.0001580814,0.0109972,0.0001315485,0.00004028247,0.000001320277,0.6580833,0.000001520985,0.0000860557,0.0004164226,0.3295574,0.0001440472],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1067294,0.01016511,0.001612652,0.3398685,0.01001536,0.007972564,0.00002021715,0.0006160481,0.5230001],"genre_scores_gemma":[0.890919,0.0003660994,0.004227928,0.002919234,0.001601499,0.0002408053,0.00002499761,0.00004403787,0.09965641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7841896,"threshold_uncertainty_score":0.9998356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2794960131882972,"score_gpt":0.5140397518872453,"score_spread":0.2345437386989481,"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."}}