{"id":"W4303981426","doi":"10.1002/14651858.cd013850.pub2","title":"Collective leadership to improve professional practice, healthcare outcomes and staff well-being","year":2022,"lang":"en","type":"review","venue":"Cochrane Database of Systematic Reviews","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Psychological intervention; Viewpoints; Collective leadership; Medicine; Nursing; MEDLINE; Psychology; Public relations; Medical education; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01693086,0.0006110458,0.002816552,0.003621944,0.0008058986,0.003306279,0.001316357,0.002210708,0.01228959],"category_scores_gemma":[0.05744499,0.0003977176,0.003230951,0.002612215,0.001376165,0.002405256,0.002795907,0.001925272,0.0005979377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00307906,"about_ca_system_score_gemma":0.007025005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003240503,"about_ca_topic_score_gemma":0.006879469,"domain_scores_codex":[0.9794238,0.01500147,0.00212576,0.0008798926,0.001992125,0.0005770025],"domain_scores_gemma":[0.9638107,0.02651993,0.00608692,0.0006946335,0.0015557,0.001332025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002133576,0.001075435,0.004003987,0.3820326,0.008766959,0.000154414,0.002671462,0.0005014077,0.0003415025,0.004374276,0.01576788,0.5781765],"study_design_scores_gemma":[0.01050301,0.005581696,0.06114225,0.7722409,0.02793372,0.000602799,0.003445636,0.001031221,0.001003651,0.01629949,0.1000343,0.0001812311],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03198809,0.9338732,0.001666878,0.01448458,0.002300649,0.001514315,0.0006991716,0.000098907,0.01337413],"genre_scores_gemma":[0.4724736,0.4933183,0.01792184,0.007864018,0.002034573,0.003806582,0.0004308163,0.00006168018,0.002088568],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01693086,"threshold_uncertainty_score":0.08954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2086418758094917,"score_gpt":0.5216820604089341,"score_spread":0.3130401845994424,"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."}}