{"id":"W4415443428","doi":"10.2196/78354","title":"Development and Validation of an Extra Spindle Pole Bodies–like 1–Based Diagnostic and Prognostic Model for Hepatitis B Virus–Related Hepatocellular Carcinoma: Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrospective cohort study; Risk stratification; Hepatitis B; Cohort study; Cohort; Prognostic model; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01472447,0.001050511,0.0008855846,0.001171567,0.0005267617,0.001059878,0.001171793,0.000674597,0.001246433],"category_scores_gemma":[0.01473068,0.0005048244,0.001668725,0.0005117155,0.0004971228,0.000562393,0.001063931,0.001409689,0.0004036097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006551504,"about_ca_system_score_gemma":0.001117818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003479633,"about_ca_topic_score_gemma":0.002323068,"domain_scores_codex":[0.9984778,0.0007892534,0.000110267,0.0003279995,0.000196558,0.00009827145],"domain_scores_gemma":[0.9917801,0.004144721,0.001028267,0.001440615,0.00119875,0.0004076218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001953243,0.0006177896,0.9603524,0.00006439566,0.0006939673,0.0002631168,0.0001820474,0.01642265,0.001136319,0.000190477,0.001135593,0.01698803],"study_design_scores_gemma":[0.0004777905,0.003225026,0.3496163,0.0001131464,0.001072696,0.001031237,0.0004532806,0.6378517,0.002853815,0.0008131835,0.002392918,0.00009898609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986232,0.0001940481,0.01218208,0.00009307733,0.00002123359,0.0001670996,0.0008339445,0.0000503159,0.0002262069],"genre_scores_gemma":[0.9897627,0.0001211101,0.007089435,0.00004150356,0.00001887518,0.0001808298,0.002570695,0.00001569276,0.0001991831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01472447,"threshold_uncertainty_score":0.07787132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02893103996021374,"score_gpt":0.2745470614281235,"score_spread":0.2456160214679097,"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."}}