{"id":"W4286794318","doi":"10.1002/14651858.cd007019.pub3","title":"Hospital nurse-staffing models and patient- and staff-related outcomes","year":2019,"lang":"en","type":"review","venue":"Cochrane Database of Systematic Reviews","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Queen's University","funders":"","keywords":"Staffing; Skill mix; Medicine; Workforce; Psychological intervention; MEDLINE; Case mix index; Nursing; Workload; Emergency department; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003734847,0.0008088604,0.009478799,0.0002547225,0.000309448,0.00004559644,0.0004133366,0.0004589752,0.0001769641],"category_scores_gemma":[0.002287281,0.0004886396,0.0004389406,0.0002891128,0.0001017543,0.000599335,0.0002520567,0.0009630734,0.0003433776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008953595,"about_ca_system_score_gemma":0.0002434001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005639702,"about_ca_topic_score_gemma":0.000005904094,"domain_scores_codex":[0.9889472,0.004214609,0.005054927,0.0007502122,0.0005169649,0.0005161631],"domain_scores_gemma":[0.9863634,0.004706095,0.006761468,0.001753716,0.0001945481,0.000220734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000003410625,0.00007530442,0.000006004109,0.9288222,0.0002158976,0.000005910512,0.001848841,1.387017e-7,1.261966e-7,0.0006796611,0.002921063,0.06542149],"study_design_scores_gemma":[0.0003010826,0.0001002494,4.039146e-7,0.7528397,0.00348831,0.00002095222,0.001827486,0.00005771549,1.601243e-8,0.00002571281,0.2409628,0.0003756303],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003073907,0.980231,0.00004453044,0.00007168651,0.001385943,0.01610395,0.0006814147,0.00004032333,0.001410405],"genre_scores_gemma":[0.00001408637,0.9971308,0.0005995439,0.00004001774,0.00004254875,0.0008751739,0.0004645541,0.0000968219,0.0007364893],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2380417,"threshold_uncertainty_score":0.9997565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1548474324322183,"score_gpt":0.4645866032472141,"score_spread":0.3097391708149958,"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."}}