{"id":"W4417060401","doi":"10.3138/canlivj-8-2-editorial","title":"A hepatology hero rides off into the sunset: A tribute to Dr Gerald Minuk","year":2025,"lang":"en","type":"article","venue":"Canadian Liver Journal","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"William Osler Health System; University of Manitoba; University of British Columbia","funders":"","keywords":"Tribute; HERO; Hepatology; Griffin","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002804402,0.00008923658,0.0001301266,0.0002954543,0.001336399,0.0001375664,0.0002682058,0.00004472713,0.006702185],"category_scores_gemma":[0.0001345328,0.0000643191,0.00006256843,0.0001125419,0.0002611219,0.0001070748,0.00001559328,0.0003629198,0.0001822957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003059316,"about_ca_system_score_gemma":0.001010311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04661574,"about_ca_topic_score_gemma":0.7215599,"domain_scores_codex":[0.9992124,0.00007422765,0.0002305682,0.0001028628,0.00009642436,0.000283491],"domain_scores_gemma":[0.9992412,0.00007287237,0.00004624364,0.0001377339,0.0001755868,0.0003263451],"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":[0.000007177253,0.00000750573,0.0001112869,0.000005494167,0.00003812637,0.00007649717,0.01848217,6.149631e-7,0.000006011542,0.1316979,0.8396931,0.009874065],"study_design_scores_gemma":[0.0001332362,0.00004669137,0.000241598,0.00003715243,0.00002005823,0.00003277705,0.001344882,0.00002392689,0.00000691066,0.002684945,0.9953516,0.00007628975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3108376,0.01043676,0.0005083081,0.4308432,0.00969895,0.0005746981,0.0002258863,0.00005999739,0.2368145],"genre_scores_gemma":[0.7284532,0.00009815645,0.00007673961,0.07392389,0.001645309,0.00002474253,0.00001938323,0.00001472497,0.1957438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6749442,"threshold_uncertainty_score":0.9999637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02345654236220457,"score_gpt":0.229906796094086,"score_spread":0.2064502537318814,"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."}}