{"id":"W3179956715","doi":"10.1108/lhs-03-2021-0011","title":"Distributed leadership in healthcare: leadership dyads and the promise of improved hospital outcomes","year":2021,"lang":"en","type":"article","venue":"Leadership in health services","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Distributed leadership; Shared leadership; Dyad; Leadership style; Thematic analysis; Health care; Leadership studies; Transactional leadership; Leadership development; Hierarchy; Public relations; Psychology; Acute care; Neuroleadership; Knowledge management; Nursing; Medicine; Sociology; Qualitative research; Political science; Social psychology; Computer 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001409249,0.0003091011,0.0006614492,0.0002518344,0.0002153401,0.000165448,0.0003702982,0.000121243,0.00005097804],"category_scores_gemma":[0.00020094,0.0002444721,0.00007896674,0.001446498,0.00023125,0.0006416332,0.0002419507,0.0003539401,0.00001414089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008365413,"about_ca_system_score_gemma":0.00007689141,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007719494,"about_ca_topic_score_gemma":0.02319928,"domain_scores_codex":[0.9972898,0.0001403746,0.0008576898,0.0005026484,0.000378229,0.0008312203],"domain_scores_gemma":[0.9986479,0.000325013,0.0005093921,0.0003076136,0.0001761105,0.00003392511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001818976,0.000217612,0.9177522,0.03386207,0.00005592439,0.00001327775,0.003305224,0.00002680626,0.00000539735,0.0436389,0.0001687909,0.0007719114],"study_design_scores_gemma":[0.005323671,0.00004085627,0.8899667,0.001896126,0.00003823368,0.000001119266,0.09303995,0.002288689,0.00002233361,0.005710155,0.001222412,0.0004498053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09778094,0.01900103,0.00005729807,0.8797662,0.0006379421,0.002133726,0.0000186938,0.0001558175,0.0004483093],"genre_scores_gemma":[0.962717,0.0001987808,0.00009098507,0.03635,0.0001937149,0.00006715872,0.0001175703,0.00003328907,0.0002314796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8649361,"threshold_uncertainty_score":0.9988882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08704217734877179,"score_gpt":0.2563480532259121,"score_spread":0.1693058758771403,"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."}}