{"id":"W3194062120","doi":"10.14740/gr1448","title":"Hepatopulmonary Syndrome: A Nationwide Analysis of Epidemiological Trends and Outcomes From 2012 to 2018","year":2021,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Epidemiology; Trend analysis; Multivariate analysis; Demography; Pediatrics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007303471,0.0001749444,0.0002556645,0.001643395,0.0002474961,0.0004998613,0.0003275215,0.0002061906,0.0007533166],"category_scores_gemma":[0.002004512,0.0001609255,0.0003976018,0.00254058,0.0001342787,0.0005710043,0.0006347077,0.0003614756,0.000171126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007205863,"about_ca_system_score_gemma":0.0009295744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02755458,"about_ca_topic_score_gemma":0.03422468,"domain_scores_codex":[0.9993103,0.00008839485,0.0001540913,0.0001550598,0.0001652194,0.0001269345],"domain_scores_gemma":[0.9978616,0.0001119529,0.001295637,0.00007805318,0.0004852636,0.0001675658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002567171,0.000008956457,0.997785,0.0000267823,0.00003078534,0.00002352542,0.00004698706,0.00002748158,0.00004993915,0.00001588072,0.0004287756,0.001530233],"study_design_scores_gemma":[0.00000123973,0.00001438378,0.9992681,0.0000162391,0.00001557502,0.00007543927,0.0001186273,0.00008693754,0.0000185423,0.000006144296,0.0003773522,0.00000137834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835656,0.000797501,0.0002634485,0.0002493025,0.00001741708,0.00003058688,0.01401035,0.00002741696,0.00103824],"genre_scores_gemma":[0.9849091,0.000657979,0.000446571,0.0000951351,0.00003316973,0.00005383326,0.01359136,0.000009000166,0.0002036942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02755458,"threshold_uncertainty_score":0.05478835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0769294940296627,"score_gpt":0.3891619154568531,"score_spread":0.3122324214271904,"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."}}