{"id":"W2049601305","doi":"10.12927/cjnl.2008.20057","title":"Reorganizing Nursing Work on Surgical Units: A Time-and-Motion Study","year":2008,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital Centre","funders":"","keywords":"Nursing; Nursing staff; Nursing care; Primary nursing; Personal care; Medicine; Work shift; Work (physics); Documentation; Health care; Psychology; Nurse education; Family medicine; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.002056181,0.0004639271,0.0003917175,0.001892828,0.001617494,0.0009223098,0.000618658,0.0007528627,0.001449938],"category_scores_gemma":[0.008407179,0.0003835005,0.0005769341,0.0009914718,0.0004997022,0.0008968727,0.001059182,0.0008313848,0.0004133149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001951951,"about_ca_system_score_gemma":0.001388669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01568092,"about_ca_topic_score_gemma":0.04225448,"domain_scores_codex":[0.9984414,0.0005577726,0.0001409145,0.0001124704,0.0002956385,0.0004517426],"domain_scores_gemma":[0.9943359,0.0007786506,0.002265974,0.0002499417,0.0007975366,0.001571905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006161804,0.003576198,0.9525036,0.0001165061,0.00007983047,0.0003311045,0.01795631,0.0002495565,0.001541909,0.00007657069,0.000441548,0.02251065],"study_design_scores_gemma":[0.00001722496,0.001381196,0.9867555,0.00001509712,0.000008752673,0.00004650885,0.01081748,0.00008370012,0.00009073604,0.0000179659,0.0007479191,0.00001787539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995928,0.00003766389,0.00003796512,0.00002600853,0.000003141268,0.00004761671,0.00003761314,0.000001275927,0.0002159491],"genre_scores_gemma":[0.9989649,0.00008802013,0.0001490376,0.00004880005,0.00001410078,0.00009726184,0.0001218859,0.000002515555,0.0005134737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01568092,"threshold_uncertainty_score":0.03117925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1946172833021738,"score_gpt":0.3220470991458055,"score_spread":0.1274298158436317,"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."}}