{"id":"W4386580010","doi":"10.1097/01.eem.0000724564.10452.46","title":"Special Report","year":2020,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.00006596967,0.0001586854,0.0003443484,0.0000402831,0.00005028745,8.957539e-7,0.00009022294,0.00004518703,0.05231579],"category_scores_gemma":[0.0006572201,0.0001099648,0.0001229967,0.0003404267,0.00005526971,0.00005772195,0.00003175537,0.0001523847,0.0004848476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001298144,"about_ca_system_score_gemma":0.0000682111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009961407,"about_ca_topic_score_gemma":0.00001145135,"domain_scores_codex":[0.9985399,0.00002212736,0.0005169188,0.0003134705,0.0003909012,0.0002166529],"domain_scores_gemma":[0.9989846,0.00001275114,0.00009682008,0.000230826,0.00007451759,0.0006004693],"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":[0.0001799469,0.00005166063,0.06399795,0.00006843486,0.0000275672,0.001305382,0.0002686226,4.761572e-7,0.001999417,0.00007363035,0.9282899,0.003736951],"study_design_scores_gemma":[0.0006426407,0.0004764662,0.06452642,0.00003658007,0.0001316855,0.0002163509,0.00021025,0.00003506532,0.00007325689,0.0001314463,0.9334037,0.0001161675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1960889,0.001652864,0.00006394934,0.1567529,0.005327401,0.0004319615,0.00001065933,0.0002231325,0.6394482],"genre_scores_gemma":[0.5070057,0.003332457,0.0003509285,0.0220911,0.3186896,0.00005438985,0.0008269158,0.0001179546,0.1475309],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4919173,"threshold_uncertainty_score":0.9485505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07091228652450687,"score_gpt":0.3299464785039323,"score_spread":0.2590341919794255,"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."}}