{"id":"W3015088356","doi":"10.1111/liv.14389","title":"Classifying varices in cirrhosis: Who's got the best look?","year":2020,"lang":"en","type":"letter","venue":"Liver International","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Instituto de Salud Carlos III","keywords":"Cirrhosis; Varices; Medicine; Gastroenterology; Internal medicine; General surgery; Computer science","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":[0.00005345823,0.0002029292,0.0002223329,0.0001671589,0.00004967381,0.00007667937,0.0003234933,0.0002145826,0.0007005106],"category_scores_gemma":[0.00001050905,0.0001531163,0.0001461636,0.000118321,0.00006271804,0.0001485396,0.00004791563,0.001128442,0.0004770292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200485,"about_ca_system_score_gemma":0.0001160539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003376065,"about_ca_topic_score_gemma":0.00003080279,"domain_scores_codex":[0.9985299,0.0000574131,0.000267166,0.0003481009,0.0006143085,0.0001831503],"domain_scores_gemma":[0.9994281,0.0001482277,0.0001138461,0.0001695257,0.00009162183,0.00004867796],"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":[0.0003781251,0.0002165692,0.05533835,0.001197185,0.002526396,0.01192022,0.003803561,0.00001457665,0.00008720521,0.0007661586,0.921829,0.001922647],"study_design_scores_gemma":[0.002916225,0.0001977959,0.07615074,0.002069847,0.002644638,0.0002416219,0.0004797616,0.003409733,0.0001754918,0.0006978537,0.9103836,0.0006326623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00639928,0.0007975161,0.0001732206,0.9609937,0.00122321,0.0004930666,0.0002904625,0.00006721503,0.02956232],"genre_scores_gemma":[0.2140581,0.0007328828,0.0001054512,0.7728522,0.006157028,0.00006535323,0.001901841,0.00004591159,0.004081211],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2076589,"threshold_uncertainty_score":0.76701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03826777174725625,"score_gpt":0.2747430778787669,"score_spread":0.2364753061315106,"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."}}