{"id":"W2088288613","doi":"10.1097/01.ncq.0000324589.91837.cd","title":"Nurse Staffing and System Integration and Change Indicators in Acute Care Hospitals","year":2008,"lang":"en","type":"article","venue":"Journal of Nursing Care Quality","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Waterloo; Government of Ontario; Ministry of Health and Long Term Care","funders":"","keywords":"Staffing; Benchmarking; Nursing; Nursing care; Acute care; Business; Medicine; Health care; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008305667,0.0003131763,0.0004435838,0.002470267,0.0004382429,0.00146757,0.0004014139,0.0003629103,0.0006739865],"category_scores_gemma":[0.04384159,0.000173889,0.0003443494,0.003247835,0.00054431,0.001687123,0.001615343,0.0009564603,0.0001063391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001823149,"about_ca_system_score_gemma":0.00148645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004622519,"about_ca_topic_score_gemma":0.004506433,"domain_scores_codex":[0.9944656,0.002097795,0.0007491526,0.0002764112,0.001643867,0.0007672533],"domain_scores_gemma":[0.9508722,0.01353495,0.02409,0.001128283,0.0056002,0.004774357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009787633,0.00007976481,0.9923524,0.00001214448,0.00003643231,0.00002196446,0.0002486379,0.0009127412,0.0000670379,0.0001174619,0.00009190352,0.005961568],"study_design_scores_gemma":[0.000003878873,0.000128214,0.9972848,0.00000987857,0.000008321851,0.00002693869,0.0002958722,0.001852741,0.00009389874,0.0001622112,0.000126555,0.00000669003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998744,0.0001271752,0.0004163356,0.000139436,0.000007244707,0.000007448236,0.00006572642,0.000006517368,0.0004860153],"genre_scores_gemma":[0.9995616,0.00003121863,0.0001942228,0.0000145198,0.00001119335,0.000005899676,0.000123641,0.000001719381,0.00005591156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008305667,"threshold_uncertainty_score":0.04392511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09004439393793895,"score_gpt":0.3570683964149579,"score_spread":0.2670240024770189,"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."}}