{"id":"W2778048475","doi":"10.5604/01.3001.0010.7528","title":"Annals of Hepatology: Viewpoints from Afar","year":2017,"lang":"en","type":"article","venue":"Annals of Hepatology","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Hepatology; Annals; Viewpoints; Internal medicine; General surgery; Gastroenterology; Classics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009800585,0.0002435205,0.001357421,0.0001415783,0.001024899,0.000003274292,0.0006913082,0.0005173768,0.0008907889],"category_scores_gemma":[0.001918847,0.0002136094,0.0001989692,0.00007597356,0.000605904,0.0001275247,0.0004461059,0.0005305083,0.0004408876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008955964,"about_ca_system_score_gemma":0.0005376899,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008662201,"about_ca_topic_score_gemma":0.001034354,"domain_scores_codex":[0.9964416,0.0006379479,0.001302024,0.0004009933,0.0002158479,0.001001563],"domain_scores_gemma":[0.9952921,0.0009181655,0.001505793,0.001224627,0.0008016844,0.0002576241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000349761,0.0001448186,0.8940325,0.0004373933,0.0002291166,0.00003474468,0.004600483,7.86301e-8,0.0001454346,0.005866813,0.08452303,0.009635806],"study_design_scores_gemma":[0.0008005635,0.0002706481,0.3239154,0.0002247269,0.00003092272,0.000002744608,0.0004547421,0.00004231998,0.002846132,0.006647887,0.6645429,0.0002210768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8466073,0.003507448,0.0000245394,0.1294617,0.00110854,0.0004479411,0.0002041015,0.0000409956,0.01859748],"genre_scores_gemma":[0.9588147,0.006247882,0.0001252339,0.03398249,0.0001924498,0.00007977545,0.00002068015,0.00002449948,0.0005123134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5800198,"threshold_uncertainty_score":0.9979392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5086584032407222,"score_gpt":0.5846330763583206,"score_spread":0.07597467311759842,"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."}}