{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007718733,0.0002507512,0.0003921131,0.0006044483,0.0003175743,0.0002464247,0.000266281,0.000037221,0.000001278676],"category_scores_gemma":[0.00004883558,0.0002346365,0.00009254389,0.0003076738,0.00003314389,0.0003178747,0.00006155016,0.0001386743,0.00000206219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001242391,"about_ca_system_score_gemma":0.000080507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001035352,"about_ca_topic_score_gemma":0.00001620653,"domain_scores_codex":[0.997879,0.00008088058,0.0006386435,0.0003648776,0.0004989663,0.0005375764],"domain_scores_gemma":[0.998499,0.0000375247,0.000554583,0.000267287,0.0002975676,0.0003440043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004612874,0.0002393116,0.00002055593,0.002441696,0.0000618757,0.000003464221,0.05558937,0.002938183,0.000004538944,0.003212012,0.04871571,0.886312],"study_design_scores_gemma":[0.005596964,0.005457451,0.0006249001,0.005283151,0.0008008518,0.00004303247,0.4754552,0.001657537,0.0005306731,0.005243053,0.4983823,0.0009249024],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1121271,0.05056374,0.3846879,0.2571996,0.05334793,0.0231505,0.00008415662,0.0007085721,0.1181305],"genre_scores_gemma":[0.9329523,0.0000304913,0.06315301,0.00256701,0.0005296051,0.00006781476,0.00001924691,0.00007596774,0.0006045931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8853871,"threshold_uncertainty_score":0.9568198,"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."}}