{"id":"W2169906237","doi":"10.1177/0894318411419214","title":"Perspectives on Leadership","year":2011,"lang":"en","type":"article","venue":"Nursing Science Quarterly","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology; Work (physics); Shared leadership; Medical education; Sociology; Nursing; Pedagogy; Leadership style; Medicine; Social psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001012555,0.0002348524,0.0001750756,0.0005368921,0.0008429571,0.0002893127,0.0006991952,0.00009537726,0.0001892276],"category_scores_gemma":[0.0001709511,0.0002298861,0.0000798552,0.001025735,0.002140375,0.001308086,3.49175e-7,0.0004056394,0.0004792988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004730101,"about_ca_system_score_gemma":0.0001973496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008662828,"about_ca_topic_score_gemma":0.000006804862,"domain_scores_codex":[0.9972116,0.0001529658,0.0002367273,0.0007725289,0.0007531788,0.0008730131],"domain_scores_gemma":[0.9986088,0.0001286946,0.0001522952,0.0006391398,0.0002093798,0.0002617213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003876479,0.001041346,0.0005124583,0.00001325323,0.000005301261,0.000002897767,0.8629019,6.273352e-7,0.005773322,0.02688821,0.002106218,0.1003668],"study_design_scores_gemma":[0.0003979033,0.002899098,0.04254148,0.0003398409,0.00004676242,0.00005624035,0.935926,0.00007415494,0.008258963,0.008583535,0.0004248726,0.0004511948],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4634478,0.0005811013,0.0006988461,0.04865499,0.01765729,0.0006210718,0.000002877785,0.0008481799,0.4674879],"genre_scores_gemma":[0.9952499,1.93502e-7,0.002488263,0.001206706,0.0004743994,0.000008263012,0.000001107633,0.00003198545,0.0005392311],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5318021,"threshold_uncertainty_score":0.9374485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09094610861313664,"score_gpt":0.3419658305232549,"score_spread":0.2510197219101183,"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."}}