{"id":"W2049270243","doi":"10.1197/j.aem.2004.08.032","title":"Nonurgent Emergency Department Patient Characteristics and Barriers to Primary Care","year":2004,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":316,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Medicine; Triage; Emergency department; Health care; Population; Emergency medicine; Family medicine; Medical emergency; Nursing; Environmental health","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002397281,0.0005240004,0.000803787,0.0002482583,0.0003270889,5.406558e-7,0.0001896305,0.0002429715,0.001975161],"category_scores_gemma":[0.000745452,0.000419603,0.0001499127,0.0005901273,0.0001456801,0.0001040636,0.0002175194,0.0006047185,0.00006780284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000317376,"about_ca_system_score_gemma":0.0001943848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007116424,"about_ca_topic_score_gemma":0.00001631961,"domain_scores_codex":[0.9961842,0.00004202592,0.001529672,0.0007493792,0.0007794196,0.0007153299],"domain_scores_gemma":[0.9974717,0.0000176557,0.0002625179,0.0004663292,0.000406799,0.001374939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006310638,0.0001806403,0.6892486,0.00218735,0.0008068287,0.0001988446,0.05244683,0.00001649741,0.0303678,0.001335912,0.2045024,0.01807729],"study_design_scores_gemma":[0.004581122,0.005578532,0.4398644,0.002389573,0.001874208,0.0001675034,0.02058629,0.000004950138,0.003953021,0.000959495,0.5182111,0.0018298],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9319561,0.04687166,0.0001286293,0.006742183,0.005187721,0.001288899,0.00008455345,0.000147617,0.007592696],"genre_scores_gemma":[0.8826627,0.1120625,0.0002262364,0.002656374,0.001327481,0.0002114259,0.0003157887,0.00007105526,0.0004664921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3137087,"threshold_uncertainty_score":0.9998256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784330570836893,"score_gpt":0.3022604648310376,"score_spread":0.2844171591226687,"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."}}