{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005633484,0.0002421502,0.0005518477,0.0006569582,0.0005697602,0.00004715932,0.0001066909,0.00006483631,0.0005386769],"category_scores_gemma":[0.00001840336,0.0002243297,0.0001851337,0.0003482901,0.00003611935,0.00008749399,0.00004285823,0.0005065789,0.000005590546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003795529,"about_ca_system_score_gemma":0.002145888,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2046988,"about_ca_topic_score_gemma":0.2983287,"domain_scores_codex":[0.9976811,0.0004359342,0.0005908094,0.0003833345,0.0003024731,0.0006063646],"domain_scores_gemma":[0.9982078,0.00006002813,0.0001690359,0.0002802004,0.00006205036,0.001220848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009376195,0.00008299598,0.9657704,0.00003675508,0.00006998295,0.003561679,0.001609834,0.000004731465,9.944384e-7,0.00003629953,0.0009303301,0.02780229],"study_design_scores_gemma":[0.003918195,0.001464641,0.9232652,0.00005238044,0.00008971395,0.000317152,0.002039214,0.0008168048,0.00001813334,0.000006149032,0.06783267,0.0001797204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889293,0.007083207,0.000005291261,0.002022545,0.0001893859,0.000796971,0.0001085165,0.00001845899,0.0008463449],"genre_scores_gemma":[0.9957392,0.001360458,0.0001538558,0.001073573,0.0001336267,0.00006069477,0.0003152241,0.0000433686,0.001120062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09362993,"threshold_uncertainty_score":0.9925176,"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."}}