{"id":"W2060964545","doi":"10.1111/jonm.12303","title":"Health care managers' views on and approaches to implementing models for improving care processes","year":2015,"lang":"en","type":"article","venue":"Journal of Nursing Management","topic":"Nursing education and management","field":"Nursing","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Högskolan i Borås; Alberta Foundation for the Arts","keywords":"Coaching; Competence (human resources); Health care; Line management; Middle management; Nursing; Psychology; Knowledge management; Transformational leadership; Employee engagement; Process management; Business; Public relations; Medicine; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.03252922,0.0006382831,0.0003398678,0.001285329,0.003061053,0.008758577,0.001781172,0.003364924,0.001866302],"category_scores_gemma":[0.03258895,0.0004262594,0.0006439927,0.0008099484,0.007096432,0.004170583,0.003552928,0.004938702,0.0003136338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007139854,"about_ca_system_score_gemma":0.01053607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006323688,"about_ca_topic_score_gemma":0.004536746,"domain_scores_codex":[0.9673377,0.02437438,0.001080002,0.0005878773,0.004399105,0.002220978],"domain_scores_gemma":[0.9681228,0.01925131,0.004078113,0.001010137,0.004360044,0.0031776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002197411,0.0004406204,0.04688273,0.003140491,0.0002234907,0.001124784,0.7187419,0.002096509,0.003086451,0.08564977,0.0165459,0.1218476],"study_design_scores_gemma":[0.0001623884,0.00111855,0.03073371,0.00737629,0.0002757517,0.001431481,0.7189786,0.003795293,0.003167933,0.04860129,0.1841019,0.0002568016],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4319338,0.0420329,0.03914805,0.4078086,0.001079366,0.0004542876,0.0001433344,0.0002178677,0.07718185],"genre_scores_gemma":[0.9740825,0.006307809,0.007891821,0.009547533,0.0001325633,0.0001078877,0.00003662017,0.00001583546,0.001877318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03252922,"threshold_uncertainty_score":0.172033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2052632453090148,"score_gpt":0.3819473989969145,"score_spread":0.1766841536878997,"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."}}