{"id":"W4287854941","doi":"10.2139/ssrn.4167934","title":"Clinical Characteristics and Outcomes of Patients with Cirrhosis and Hepatocellular Carcinoma in the Gambia, West Africa","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Occupational Cancer Research Centre","funders":"","keywords":"Cirrhosis; Medicine; Hepatocellular carcinoma; Internal medicine; Gastroenterology; Proportional hazards model; Hepatitis B","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":[0.0002635279,0.0003220814,0.0003909278,0.0009790438,0.0006648495,0.0008423658,0.0003137761,0.0005111344,0.001602972],"category_scores_gemma":[0.001574599,0.000318079,0.0002670718,0.00169819,0.0004326212,0.0006053919,0.0005517196,0.0007478693,0.0002063323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005943547,"about_ca_system_score_gemma":0.0005890474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02325307,"about_ca_topic_score_gemma":0.01945633,"domain_scores_codex":[0.9997709,0.00005533519,0.00002734431,0.00003110661,0.00002424016,0.00009111068],"domain_scores_gemma":[0.9994615,0.00008146637,0.0002141286,0.00001526672,0.00004176841,0.0001858603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002181115,0.0000900688,0.9977804,0.00001191877,0.00002747014,0.0003774888,0.000229735,0.00004674571,0.0001827411,0.0000340311,0.00009613016,0.0009052922],"study_design_scores_gemma":[0.00001344033,0.0001045722,0.9973436,0.00001590053,0.00001749947,0.0004737044,0.00169616,0.0001349332,0.00002534781,0.00005265855,0.0001159514,0.000006358916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999247,0.000161483,0.00001389719,0.0000489577,0.000003912243,0.00000634841,0.0001336082,0.000001031508,0.0003837624],"genre_scores_gemma":[0.9996251,0.00009867501,0.0000155718,0.00002215842,0.000004347161,0.000005832687,0.0001326572,7.765688e-7,0.0000950227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02325307,"threshold_uncertainty_score":0.04623544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01233496706855876,"score_gpt":0.2451404340428749,"score_spread":0.2328054669743161,"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."}}