{"id":"W4386588500","doi":"10.1097/01.eem.0000898180.74213.c9","title":"Special Report","year":2022,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Crowding; Emergency department; Observational study; Emergency medicine; Mortality rate; Retrospective cohort study; Hospital admission; Pediatrics; Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004074614,0.0002133561,0.0004634151,0.0001629328,0.0004385227,6.579623e-7,0.0001517614,0.00003363898,0.1353263],"category_scores_gemma":[0.0004865277,0.0001736348,0.000186613,0.0006730767,0.0000883737,0.00004555496,0.0001848509,0.000402697,0.00007758299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008607078,"about_ca_system_score_gemma":0.00008860933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002675833,"about_ca_topic_score_gemma":0.00005718775,"domain_scores_codex":[0.9975694,0.00006301361,0.0007859854,0.000429113,0.0008031553,0.0003493733],"domain_scores_gemma":[0.9989765,0.00001952648,0.0001774267,0.0005051408,0.0001438561,0.0001775822],"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":[0.00008104153,0.0001008484,0.0252707,0.00003206465,0.00009901208,0.0006886179,0.001135062,0.000002512323,0.0007566659,0.0004969666,0.9689321,0.00240439],"study_design_scores_gemma":[0.0007833843,0.0006737537,0.008373966,0.0000168456,0.0001679676,0.0006017132,0.003413195,0.000005182986,0.00004346193,0.0003673331,0.9853832,0.0001700556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05766036,0.004676363,0.00004878603,0.02445885,0.0326434,0.0005127454,0.00001345411,0.0001679457,0.8798181],"genre_scores_gemma":[0.1930412,0.0127663,0.0004404591,0.005907958,0.1666492,0.0006995558,0.0008179465,0.0002067424,0.6194707],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2603474,"threshold_uncertainty_score":0.8654642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03988711091103347,"score_gpt":0.3392710652729206,"score_spread":0.2993839543618871,"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."}}