{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04671271,0.001655683,0.003330071,0.01047711,0.00204365,0.003979498,0.007303763,0.008879631,0.01278822],"category_scores_gemma":[0.1318092,0.001227202,0.006433032,0.005050877,0.001493211,0.003501736,0.004376796,0.009629458,0.006804563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008540559,"about_ca_system_score_gemma":0.04226889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02117148,"about_ca_topic_score_gemma":0.02645574,"domain_scores_codex":[0.9598814,0.01663154,0.01090515,0.001474708,0.009297355,0.001809868],"domain_scores_gemma":[0.844678,0.03420083,0.01321753,0.002587443,0.09574346,0.00957275],"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":[0.0001307171,0.0001698237,0.001835826,0.02339885,0.0004265203,0.0003539706,0.000604238,0.0005716352,0.0002729619,0.003798347,0.6929031,0.275534],"study_design_scores_gemma":[0.0004314745,0.0001585762,0.005546277,0.1417165,0.001350396,0.0007108661,0.0006365203,0.000525606,0.0003493476,0.008298386,0.84014,0.0001360426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002460537,0.2539531,0.01450165,0.6216331,0.04163592,0.006680586,0.008418541,0.0007350377,0.04998155],"genre_scores_gemma":[0.02692193,0.4855561,0.1895688,0.1982889,0.01807315,0.01607749,0.02922296,0.0004340111,0.03585676],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04671271,"threshold_uncertainty_score":0.2470434,"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."}}