{"id":"W4281913132","doi":"10.3138/canlivj-2022-0001","title":"Real-world treatment patterns, clinical outcomes, and health care resource utilization in advanced unresectable hepatocellular carcinoma","year":2022,"lang":"en","type":"article","venue":"Canadian Liver Journal","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta; Canadian Liver Foundation; AstraZeneca (Canada); University of Calgary","funders":"","keywords":"Medicine; Systemic therapy; Sorafenib; Internal medicine; Hepatocellular carcinoma; Incidence (geometry); Cohort; Retrospective cohort study; Population; Medical record; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0008990925,0.0001915337,0.0002039887,0.001141665,0.0004684748,0.0008391348,0.0005904245,0.0003012648,0.000871037],"category_scores_gemma":[0.003003712,0.0002097739,0.0002908092,0.002807063,0.0004923367,0.0003486548,0.000479241,0.0004484868,0.0001138288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003712201,"about_ca_system_score_gemma":0.002737532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.281121,"about_ca_topic_score_gemma":0.3827921,"domain_scores_codex":[0.9991949,0.0002053709,0.00009825148,0.0001247005,0.0002070196,0.0001697452],"domain_scores_gemma":[0.9964485,0.00038078,0.002117299,0.0001588358,0.0004370409,0.0004575512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002024864,0.000009587832,0.9995155,0.000003799531,0.00001737638,0.00002167437,0.00002946804,0.00005278324,0.00002002503,0.000007773947,0.00004955558,0.0002522082],"study_design_scores_gemma":[0.000002685351,0.00001521661,0.9993677,0.000004587543,0.000008868884,0.00007375707,0.0001763895,0.0002290288,0.00001741998,0.00001230293,0.00008940502,0.000002719128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986752,0.0001772193,0.00004071641,0.00008114966,0.000002242437,0.000008566213,0.0008416972,0.000002053742,0.0001712042],"genre_scores_gemma":[0.9991558,0.00007804894,0.00004851871,0.00001642175,0.000003686815,0.000005093514,0.0006591773,7.617029e-7,0.00003254759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.281121,"threshold_uncertainty_score":0.5589694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.124720170890151,"score_gpt":0.3282417217704968,"score_spread":0.2035215508803458,"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."}}