{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007827613,0.0002769547,0.0003593948,0.0001871949,0.000500121,0.000004180361,0.0004011141,0.00002288222,0.008962181],"category_scores_gemma":[0.001334506,0.0001215336,0.0001158648,0.0008126904,0.00004813472,0.0002123,0.0001352056,0.0003610934,0.00005239386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005102394,"about_ca_system_score_gemma":0.0004256793,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1315235,"about_ca_topic_score_gemma":0.6368173,"domain_scores_codex":[0.9966919,0.0002353765,0.001086169,0.0003311171,0.001093142,0.0005622956],"domain_scores_gemma":[0.9983363,0.0001408919,0.0002188466,0.0004027177,0.000496068,0.0004052009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001149459,0.00006108829,0.09786613,0.00002872611,0.0002041784,0.00001745351,0.007427667,0.0001747108,0.001887933,0.00006496298,0.8882729,0.003879286],"study_design_scores_gemma":[0.001218439,0.0004460939,0.7997819,0.0005417737,0.0001803441,0.00006835088,0.01136602,0.00002499812,0.002033524,0.0003193667,0.1837418,0.0002773309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8357354,0.001281641,0.002008917,0.1435771,0.01125434,0.001143104,0.00002808026,0.00001663145,0.004954786],"genre_scores_gemma":[0.9754686,0.008835105,0.00002736441,0.0004586832,0.00366794,0.0004351187,0.000007141158,0.00003254432,0.01106749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7045311,"threshold_uncertainty_score":0.9919438,"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."}}