{"id":"W2322900040","doi":"10.1177/154193121005401234","title":"The Use of Resources during Shift Hand-offs in a Pediatric Intensive Care Unit","year":2010,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Carleton University","funders":"","keywords":"Handover; Cognition; Variety (cybernetics); Unit (ring theory); Medicine; Resource use; Resource (disambiguation); Nursing; Intensive care unit; Pediatric intensive care unit; Psychology; Medical emergency; Intensive care medicine; Computer science; Environmental resource management; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001937438,0.0001560026,0.000288269,0.00004294779,0.0005059426,0.00006319999,0.0001812492,0.0001168143,0.000002094249],"category_scores_gemma":[0.0006144046,0.00008722986,0.0002047925,0.0001517576,0.000270134,0.0001463055,0.0002833587,0.0004496549,1.279019e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000252078,"about_ca_system_score_gemma":0.00003117974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002088754,"about_ca_topic_score_gemma":0.00007473214,"domain_scores_codex":[0.9990933,0.000004670292,0.000363475,0.0001825007,0.0001285458,0.0002274853],"domain_scores_gemma":[0.9989525,0.0001474458,0.000299843,0.00009994199,0.0004138891,0.00008638925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004834852,0.00001508976,0.9380754,0.0002464938,0.00002355284,1.090802e-7,0.05451462,0.000002228508,0.006815651,0.0001346521,0.00006574849,0.00005805802],"study_design_scores_gemma":[0.0004517305,0.0000670651,0.9262497,0.0001592806,0.00006159061,0.000001692112,0.06384599,0.00001567299,0.008368129,0.00006066321,0.0006147103,0.0001037431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991679,0.0001890229,4.74175e-8,0.000240405,0.00009195542,0.0002016615,0.00001321267,0.00001176971,0.00008400676],"genre_scores_gemma":[0.9994422,0.0001397131,0.0001190156,0.00004639802,0.00009999831,0.000003243931,0.000001150681,0.00001829405,0.0001300063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01182572,"threshold_uncertainty_score":0.3891353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237817312587823,"score_gpt":0.2522883493236673,"score_spread":0.2299101761977891,"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."}}