{"id":"W2893719759","doi":"10.1136/bmj.k4006","title":"David Oliver: Targeting long hospital stays","year":2018,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hospital bed; Occupancy; Quarter (Canadian coin); Medicine; Medical emergency; Operations management; Business; Emergency medicine; Nursing; Engineering; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006701533,0.0008211644,0.0006137848,0.001940884,0.005530681,0.005784163,0.001865556,0.01414338,0.02171924],"category_scores_gemma":[0.04409228,0.0004600126,0.0005725441,0.001638869,0.00397263,0.007380099,0.005268641,0.01459261,0.008496387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005279525,"about_ca_system_score_gemma":0.01657483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02931804,"about_ca_topic_score_gemma":0.04179789,"domain_scores_codex":[0.9903011,0.003090214,0.0004303809,0.000681896,0.003961089,0.001535319],"domain_scores_gemma":[0.9573715,0.007943626,0.001401688,0.0007772678,0.009989015,0.02251684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001114726,0.0000287434,0.000816324,0.0001061567,0.0000110187,0.0001207878,0.0006686933,0.00004764944,0.0001096109,0.004422867,0.9714445,0.02221254],"study_design_scores_gemma":[0.00002345783,0.00005305759,0.00257561,0.0005246744,0.00001919814,0.0002949324,0.00434296,0.0001264408,0.0003017181,0.01206201,0.9796084,0.00006745847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005865701,0.005252426,0.0007286636,0.9590009,0.02311602,0.00001887779,0.00006549167,0.00008061053,0.01115054],"genre_scores_gemma":[0.02476018,0.01486391,0.001991411,0.8317813,0.02894121,0.00008330768,0.0001120865,0.0002723721,0.09719418],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02931804,"threshold_uncertainty_score":0.07265812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08571618142424012,"score_gpt":0.4685214086065105,"score_spread":0.3828052271822704,"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."}}