{"id":"W4386584518","doi":"10.1097/01.eem.0000737496.25180.a3","title":"News","year":2021,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0002399912,0.000144618,0.000373534,0.00003874363,0.00007571055,0.000001734293,0.0001264662,0.0001010122,0.1015145],"category_scores_gemma":[0.001757877,0.00007480823,0.000110935,0.0006805176,0.0001763586,0.00003657961,0.00005845653,0.0002140054,0.0003562527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001611329,"about_ca_system_score_gemma":0.0001017827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002963398,"about_ca_topic_score_gemma":0.0001757874,"domain_scores_codex":[0.9981924,0.00006373527,0.0004795954,0.0003931656,0.0005326454,0.000338491],"domain_scores_gemma":[0.9989496,0.00004897838,0.00006614493,0.0002876169,0.0001283189,0.0005193116],"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":[0.00004307475,0.000254061,0.1761098,0.00006705879,0.0000360782,0.0001946647,0.0001667655,2.047379e-7,0.04390606,0.001668328,0.7187484,0.05880554],"study_design_scores_gemma":[0.0009330448,0.0006426567,0.07793613,0.00009808834,0.00006795758,0.00008846527,0.0007227513,0.0000307168,0.0009435428,0.003174461,0.9152144,0.0001478017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3597115,0.005930821,0.0005245195,0.1646864,0.004876015,0.0002589367,0.000002227309,0.0001538658,0.4638557],"genre_scores_gemma":[0.7344478,0.01406541,0.001853778,0.02176449,0.01034593,0.00004315424,0.0001527336,0.00002802145,0.2172986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3747363,"threshold_uncertainty_score":0.8993069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08550044137282198,"score_gpt":0.3582904976817304,"score_spread":0.2727900563089084,"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."}}