{"id":"W1999505894","doi":"10.1053/j.gastro.2014.04.026","title":"Staging for Hepatocellular Carcinoma: Complex and Confusing","year":2014,"lang":"en","type":"letter","venue":"Gastroenterology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Hepatocellular carcinoma; Medicine; Liver cancer; Staging system; Internal medicine; Stage (stratigraphy); Cancer; Carcinoma; TNM staging system; Oncology; 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":[0.004941234,0.0007654327,0.00133341,0.001405805,0.003637981,0.00370305,0.001773377,0.03024441,0.002997546],"category_scores_gemma":[0.04169169,0.0009114258,0.0008944802,0.001147538,0.003676253,0.006226189,0.002379323,0.02388735,0.002482587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004545218,"about_ca_system_score_gemma":0.002883105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003161005,"about_ca_topic_score_gemma":0.008082082,"domain_scores_codex":[0.9951421,0.002308314,0.0007969358,0.0003810122,0.0009167978,0.0004548767],"domain_scores_gemma":[0.9860176,0.007980122,0.001003649,0.0004093782,0.002763597,0.001825703],"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":[0.00007598894,0.00007578897,0.008207498,0.0001901372,0.00003456183,0.0239304,0.0004843226,0.0003593085,0.0003525036,0.006113123,0.9183797,0.0417966],"study_design_scores_gemma":[0.0002385016,0.0002645913,0.009317793,0.00269804,0.0001474944,0.1114908,0.004302675,0.004699686,0.0006897946,0.07157888,0.7942291,0.0003426346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008445526,0.002064599,0.0002660897,0.985872,0.009384168,0.000008970675,0.00001873816,0.00001374843,0.001527095],"genre_scores_gemma":[0.02579208,0.006373899,0.002506519,0.7981372,0.1628991,0.00005719433,0.00007577147,0.00005188349,0.004106383],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03024441,"threshold_uncertainty_score":0.032978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09247580281165792,"score_gpt":0.261589823548068,"score_spread":0.1691140207364101,"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."}}