{"id":"W3171697556","doi":"10.2139/ssrn.3343636","title":"Clinical and Morpho-Molecular Classifiers for Prediction of Hepatocellular Carcinoma Prognosis and Recurrence After Surgical Resection","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Morpho; Hepatocellular carcinoma; Surgical resection; Medicine; Resection; Internal medicine; Carcinoma; Oncology; Radiology; Surgery; Biology","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":[0.001192625,0.0005048306,0.0005772377,0.00225107,0.0003340081,0.001105282,0.0003640271,0.0006983299,0.001976122],"category_scores_gemma":[0.002821341,0.0001776857,0.0005595277,0.001118784,0.0003891354,0.0007095845,0.0004826063,0.0005863681,0.0005871687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003252361,"about_ca_system_score_gemma":0.0003489409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008603521,"about_ca_topic_score_gemma":0.001249642,"domain_scores_codex":[0.9997007,0.00008430887,0.00003919074,0.00004848826,0.00007091494,0.00005639787],"domain_scores_gemma":[0.9988122,0.0004162682,0.000349656,0.00006616947,0.0001522156,0.0002035378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001186277,0.00007145134,0.9827449,0.00002436555,0.0001409103,0.0000706474,0.00002709059,0.0007766203,0.000716779,0.00007809059,0.0004186349,0.01374436],"study_design_scores_gemma":[0.00006359849,0.0005324955,0.974839,0.00003237394,0.0003959301,0.0005912598,0.0002950459,0.02033395,0.0009548042,0.0009831759,0.0009470994,0.00003116173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944587,0.001541558,0.001195736,0.0002719215,0.00008296485,0.00002438025,0.0008132518,0.00004596924,0.001565485],"genre_scores_gemma":[0.998135,0.0002531264,0.0004986963,0.00002018507,0.00007094405,0.00001484758,0.0005960811,0.000006216855,0.0004048835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00225107,"threshold_uncertainty_score":0.006610811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105778082961105,"score_gpt":0.2579908949266719,"score_spread":0.2469331140970608,"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."}}