{"id":"W2551393351","doi":"10.1136/emermed-2016-205756","title":"Low-acuity presentations to the emergency department in Canada: exploring the alternative attempts to avoid presentation","year":2016,"lang":"en","type":"article","venue":"Emergency Medicine Journal","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"Health Research Board","keywords":"Medicine; Presentation (obstetrics); Emergency department; Psychological intervention; Family medicine; Health care; Demographics; Nursing; Demography; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0008332966,0.000219858,0.000245515,0.001251805,0.002798121,0.001437145,0.00101768,0.0005068833,0.001884473],"category_scores_gemma":[0.004357985,0.0002192954,0.0003250538,0.00269211,0.0008657966,0.0006002251,0.0013205,0.001155884,0.0001339803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01639476,"about_ca_system_score_gemma":0.03528331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.967968,"about_ca_topic_score_gemma":0.9860867,"domain_scores_codex":[0.9988185,0.0001437909,0.00007689395,0.00008689312,0.0003733716,0.0005004765],"domain_scores_gemma":[0.9966582,0.0003868399,0.0009000488,0.00003986542,0.001032095,0.0009829319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002786603,0.00004277045,0.9916171,0.00004880223,0.00001195545,0.0001635266,0.003055524,0.00004637684,0.00005737129,0.00008392949,0.0006606267,0.004184088],"study_design_scores_gemma":[0.000003542364,0.00002421485,0.9862934,0.00007036201,0.00000816995,0.0001150005,0.01250348,0.0001881624,0.00002220399,0.00002542891,0.0007388563,0.000007268708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960262,0.0004777763,0.00004731743,0.001259313,0.000006644242,0.00003967245,0.0004324267,0.000002537794,0.001708238],"genre_scores_gemma":[0.998632,0.0005014681,0.0001212234,0.0002361068,0.000007508504,0.0000105247,0.0002109121,0.000001663525,0.000278514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03203201,"threshold_uncertainty_score":0.1189529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07726401607171593,"score_gpt":0.3541429937490252,"score_spread":0.2768789776773093,"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."}}