{"id":"W4388446589","doi":"10.1097/hep.0000000000000646","title":"Cystic fibrosis screening, evaluation, and management of hepatobiliary disease consensus recommendations","year":2023,"lang":"en","type":"article","venue":"Hepatology","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Center for Advancing Translational Sciences; Gilead Sciences","keywords":"Medicine; Cystic fibrosis; Consensus conference; Intensive care medicine; Internal medicine; Gastroenterology","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":[0.0004925473,0.000104861,0.0002533074,0.0002354752,0.00008026047,0.000006095105,0.00006034245,0.00004031179,0.0003239308],"category_scores_gemma":[0.0005987266,0.00009955995,0.00004878731,0.0004426056,0.000245049,0.00002960854,0.0001248241,0.00008351037,0.00005612171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003857485,"about_ca_system_score_gemma":0.0001125429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000462065,"about_ca_topic_score_gemma":0.00002044712,"domain_scores_codex":[0.9986398,0.0001667741,0.0002996868,0.0002948568,0.0003336378,0.0002651964],"domain_scores_gemma":[0.9987615,0.0004347657,0.0000733405,0.0003235993,0.0001994748,0.0002073522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001388695,0.0002335452,0.815536,0.002219478,0.0004168735,0.0004098189,0.0001581327,0.00006244621,0.001755794,0.003655019,0.05706817,0.1170961],"study_design_scores_gemma":[0.003845755,0.0004055334,0.7987947,0.0007037017,0.0006879171,0.0001213056,0.0005440694,0.1520202,0.0004865143,0.004565951,0.03757019,0.0002541231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984319,0.001780051,0.0007199896,0.01072876,0.0001557085,0.001202343,0.0001284618,0.0001385875,0.0008271242],"genre_scores_gemma":[0.984751,0.0009670868,0.01327922,0.0001059096,0.0000190787,0.0001872781,0.0002688714,0.0000175755,0.0004039141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1519577,"threshold_uncertainty_score":0.4059937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05064723393314384,"score_gpt":0.3777566700294813,"score_spread":0.3271094360963375,"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."}}