{"id":"W123711388","doi":"10.7748/en2011.06.19.3.28.c8556","title":"Responses to a recurring admission alert system","year":2011,"lang":"en","type":"article","venue":"Emergency Nurse","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley; BC Cancer Agency","funders":"BC Cancer Agency; Imperial College Healthcare NHS Trust","keywords":"Emergency department; Medical emergency; Service (business); Focus (optics); Work (physics); Medicine; Focus group; Healthcare system; Nursing; Health care; Business; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002172359,0.0001104578,0.000168963,0.0001868772,0.0001002464,8.814404e-7,0.00009439369,0.000136632,0.0004544405],"category_scores_gemma":[0.0002483302,0.00009700941,0.00005258695,0.0002756443,0.00001273659,0.00003939517,0.00002193826,0.0001879518,0.0003851037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006904234,"about_ca_system_score_gemma":0.00005835486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001406287,"about_ca_topic_score_gemma":0.000006851839,"domain_scores_codex":[0.9990147,0.00005490678,0.0002847334,0.0002330675,0.0001428256,0.0002698165],"domain_scores_gemma":[0.9992059,0.00001125889,0.00004574868,0.0003726217,0.00007890473,0.0002855242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001598608,0.0002423442,0.9127367,0.0004918519,0.00005056701,0.0002680625,0.007593701,2.188398e-7,0.005011745,0.00161077,0.01256921,0.05782628],"study_design_scores_gemma":[0.001425149,0.003754124,0.8191826,0.00476073,0.0001736259,0.0003012633,0.008508037,0.00008660259,0.06904548,0.000158679,0.09183282,0.0007708673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981603,0.0003463204,0.0001200638,0.0006224401,0.002649549,0.0003704562,0.000002290506,0.0004336808,0.01385215],"genre_scores_gemma":[0.995295,0.00002947452,0.001671347,0.0000573061,0.0001862932,0.00004842293,0.000001989769,0.00001965438,0.002690499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09355401,"threshold_uncertainty_score":0.4975804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0864857059325639,"score_gpt":0.3603075415832191,"score_spread":0.2738218356506552,"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."}}