{"id":"W2100632875","doi":"10.1016/s0140-6736(10)61343-8","title":"Killing two birds with one stone","year":2010,"lang":"en","type":"article","venue":"The Lancet","topic":"Liver Diseases and Immunity","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Alberta","keywords":"Primary biliary cirrhosis; Medicine; Gastroenterology; Seroconversion; Internal medicine; myalgia; Liver biopsy; Bilirubin; Gallbladder; Antibody; Pathology; Biopsy; Immunology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001261654,0.00005145361,0.0001556864,0.00001137434,0.00006970835,0.00001184641,0.0001087922,0.00001550176,0.0002923775],"category_scores_gemma":[0.00001704184,0.00002669656,0.00002180588,0.00006682479,0.00007192967,0.00002921808,0.00002621735,0.0002661917,0.0001039197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005339083,"about_ca_system_score_gemma":0.00003090367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002037192,"about_ca_topic_score_gemma":0.0000322581,"domain_scores_codex":[0.9996262,0.00001447489,0.00004903843,0.00006375033,0.0001101864,0.0001363505],"domain_scores_gemma":[0.9993989,0.00002646489,0.00002216122,0.0004667314,0.00003401958,0.00005172933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003445184,0.0008902292,0.7521529,0.0002558512,0.0005852231,0.00006521043,0.002322794,0.00001790456,0.1914438,0.01063194,0.01751336,0.02067557],"study_design_scores_gemma":[0.005277749,0.0002737587,0.9548324,0.0001297155,0.0002888121,0.00005649202,0.0002159385,0.0003268543,0.00580648,0.0007240937,0.03191034,0.0001573407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860545,0.0001077313,0.00004387073,0.004880843,0.00008911872,0.0001026721,0.000006672221,0.00005958097,0.008655001],"genre_scores_gemma":[0.9962336,0.00004239456,0.0008518973,0.001276821,0.0009912611,0.000004294287,0.000007072454,0.00001055823,0.0005820752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2026795,"threshold_uncertainty_score":0.3201329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03305862912896339,"score_gpt":0.2936041642630587,"score_spread":0.2605455351340953,"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."}}