{"id":"W2334716900","doi":"10.1097/01.eem.0000360572.26735.19","title":"Not Enough EPs: What Now?","year":2009,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002779103,0.0003931572,0.0007333379,0.0001846195,0.0001908928,0.000004788157,0.0002019427,0.000133099,0.01074942],"category_scores_gemma":[0.0004320643,0.0002848186,0.000240262,0.000638307,0.0001179134,0.0003546904,0.0000406413,0.0003619547,0.0004111355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004913863,"about_ca_system_score_gemma":0.0000556561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008829828,"about_ca_topic_score_gemma":0.00007074841,"domain_scores_codex":[0.9972982,0.00004843421,0.000882843,0.0005408342,0.0006542668,0.0005753651],"domain_scores_gemma":[0.9985494,0.00003693776,0.0001559811,0.0006325352,0.0003017221,0.0003234508],"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":[0.0001444729,0.0001825578,0.00238246,0.00007465103,0.0001241629,0.00006704023,0.002300339,0.000001011219,0.01087375,0.0009177047,0.9465553,0.0363766],"study_design_scores_gemma":[0.001821222,0.002001157,0.0229648,0.0005407628,0.0003786933,0.00004987492,0.004251723,0.00002075839,0.001982396,0.000981671,0.9645926,0.0004143892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1410717,0.09065157,0.0003274291,0.3800994,0.01980462,0.001361368,0.00001033004,0.0006192747,0.3660543],"genre_scores_gemma":[0.5881633,0.3184468,0.000620204,0.01947172,0.01032871,0.00005759428,0.0001458165,0.00008532596,0.06268056],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4470916,"threshold_uncertainty_score":0.9999604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04280822958988026,"score_gpt":0.3458992162851778,"score_spread":0.3030909866952975,"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."}}