{"id":"W3032859910","doi":"10.1111/jep.13418","title":"Emergency Department access and flow: Complex systems need complex approaches","year":2020,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Emergency department; Medical emergency; Medicine; Computer science; Nursing","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":[0.007866752,0.0003969574,0.0009592875,0.0007551026,0.001267958,0.006215929,0.0008760811,0.001603635,0.01862048],"category_scores_gemma":[0.06568562,0.000305117,0.0004656257,0.0008059992,0.003624796,0.006741036,0.002810852,0.004058077,0.001770623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002976903,"about_ca_system_score_gemma":0.008360269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003305555,"about_ca_topic_score_gemma":0.007946406,"domain_scores_codex":[0.9945062,0.002702386,0.0005144804,0.0003972292,0.001386151,0.0004935574],"domain_scores_gemma":[0.9383427,0.0329659,0.006531626,0.00203886,0.009743712,0.01037719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006515451,0.0004571176,0.06464708,0.003698448,0.0003577253,0.002086384,0.007520556,0.001478147,0.001194347,0.1622414,0.1895923,0.566075],"study_design_scores_gemma":[0.0002369159,0.0007343502,0.1177101,0.01137514,0.0003267843,0.009545976,0.02339157,0.003246386,0.001016928,0.3832204,0.4488623,0.0003330348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03185629,0.04616133,0.0150054,0.8309289,0.005873916,0.0002157264,0.0003818408,0.0001221087,0.06945453],"genre_scores_gemma":[0.7518182,0.08632019,0.04696921,0.07868021,0.01721289,0.0004967387,0.0007524181,0.0002801864,0.01747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01862048,"threshold_uncertainty_score":0.06229162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5009659606971415,"score_gpt":0.5314540210480616,"score_spread":0.03048806035092011,"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."}}