{"id":"W2328968970","doi":"10.1097/01.eem.0000432272.72029.68","title":"Viewpoint","year":2013,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Abdominal pain; Culprit; Feeling; Pediatrics; Psychiatry; Psychology; Surgery","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":["insufficient_payload"],"category_scores_codex":[0.0001301242,0.000129903,0.0002821136,0.000100655,0.00005155059,0.000001532882,0.00005229853,0.00005927006,0.02682176],"category_scores_gemma":[0.0002517086,0.00008420181,0.0001201819,0.0002762594,0.00005774912,0.00007908031,0.00001883818,0.0001424373,0.00181776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002583325,"about_ca_system_score_gemma":0.00002948722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007768856,"about_ca_topic_score_gemma":0.00002459518,"domain_scores_codex":[0.9988436,0.00002959504,0.0003982054,0.0002004097,0.000314436,0.0002137836],"domain_scores_gemma":[0.9992426,0.00002005234,0.00006939138,0.0002828895,0.0001578288,0.0002272109],"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":[0.0000175716,0.00004433677,0.03669944,0.00008161964,0.0000474112,0.000005470268,0.0006401233,0.000001002823,0.01505783,0.0004855687,0.9288531,0.0180665],"study_design_scores_gemma":[0.001405267,0.0002337173,0.468528,0.0001572646,0.0001469338,0.00001112033,0.0008639481,0.0001206937,0.0002810479,0.002444236,0.5256276,0.0001802771],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4782365,0.00349049,0.000821532,0.1012562,0.01587726,0.001258632,0.000001059576,0.0002114665,0.3988468],"genre_scores_gemma":[0.9447275,0.00412253,0.0007101774,0.004367208,0.009302002,0.0002059246,0.00009686268,0.00006658152,0.03640122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.466491,"threshold_uncertainty_score":0.9989594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575568629997101,"score_gpt":0.3192308094215178,"score_spread":0.2934751231215468,"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."}}