{"id":"W2808165398","doi":"10.12927/cjnl.2018.25474","title":"Development and Validation of the LEADS Scale","year":2018,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Cape Breton University","funders":"","keywords":"Transformational leadership; Scale (ratio); Psychology; Rating scale; Applied psychology; Health care; Nursing; Nurse Administrator; Social psychology; MEDLINE; Political science; Medicine; Developmental psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009720232,0.00008320201,0.0001308794,0.0000541828,0.0007929869,0.000004169077,0.0001148586,0.0002017552,0.00006773115],"category_scores_gemma":[0.0000931436,0.00006269441,0.00001998669,0.0001548783,0.0003678144,0.00005479977,0.00001351107,0.000373031,0.0001042697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005346,"about_ca_system_score_gemma":0.0001807188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001669382,"about_ca_topic_score_gemma":0.00003676038,"domain_scores_codex":[0.9985082,0.0004501492,0.000319532,0.0001855316,0.0001483223,0.0003882413],"domain_scores_gemma":[0.9993059,0.0001782021,0.0001349471,0.0002225132,0.00008281735,0.00007562529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001434567,0.0001705245,0.1375832,0.0008155433,0.00002044129,5.36094e-7,0.4693486,7.422623e-7,0.008722045,0.005516942,0.01385465,0.3638233],"study_design_scores_gemma":[0.001296664,0.0001422206,0.8506398,0.003388943,0.00003789291,0.00000673008,0.07099275,0.00003286673,0.03334911,0.003413353,0.03641585,0.0002838893],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507738,0.00008372655,0.0002979306,0.01264319,0.001567871,0.0003055555,5.71813e-7,0.00003959687,0.03428778],"genre_scores_gemma":[0.994155,0.000003444444,0.001625742,0.002254409,0.0004293947,0.000009286922,0.000001957168,0.00001454341,0.001506171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7130565,"threshold_uncertainty_score":0.6099094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3208725913647979,"score_gpt":0.4496158811536257,"score_spread":0.1287432897888278,"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."}}