{"id":"W2987584412","doi":"10.1155/2019/5179081","title":"A Health Records Review of Outpatient Referrals from the Emergency Department","year":2019,"lang":"en","type":"article","venue":"Emergency Medicine International","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Heart and Stroke Foundation of Canada","keywords":"Medicine; Emergency department; Referral; Specialty; Family medicine; Ambulatory; Attendance; Emergency medicine; Outpatient clinic; Pediatrics; Medical emergency; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008971803,0.0001521453,0.0003799952,0.0001169493,0.0000572964,0.000002425791,0.0004991907,0.00005294051,0.03289752],"category_scores_gemma":[0.0004280038,0.00009618175,0.000102112,0.0003217391,0.0000260876,0.0001673094,0.0001327263,0.0001654729,0.0004148369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000617399,"about_ca_system_score_gemma":0.00004327002,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01957788,"about_ca_topic_score_gemma":0.001402075,"domain_scores_codex":[0.997677,0.00003756282,0.001223287,0.0002740806,0.0005760654,0.0002119743],"domain_scores_gemma":[0.9983116,0.00002807918,0.0008369396,0.0003982719,0.0004068714,0.00001818955],"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":[0.00001517917,0.00007991936,0.1734414,0.001608804,0.00009550214,7.566282e-7,0.00009666643,7.497069e-7,0.00002633249,0.02000746,0.7870701,0.01755718],"study_design_scores_gemma":[0.0002477542,0.00006509418,0.0490936,0.0024815,0.00001645433,7.63169e-7,0.0001359882,0.00008285725,0.000001855101,0.001796153,0.9459839,0.00009403056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3530131,0.06306899,0.0003341511,0.4131939,0.05378868,0.002483759,0.00008165035,0.0001912765,0.1138444],"genre_scores_gemma":[0.9468548,0.0350934,0.00005500265,0.008387968,0.004897714,0.000120684,0.0005701961,0.00003483405,0.003985436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5938416,"threshold_uncertainty_score":0.9869508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05235646368854218,"score_gpt":0.346379157341082,"score_spread":0.2940226936525399,"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."}}