{"id":"W4391973084","doi":"10.1148/radiol.240251","title":"A Deeper Look into Ancillary Features in LI-RADS Classification","year":2024,"lang":"en","type":"editorial","venue":"Radiology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Joseph's Health Care; Western University","funders":"","keywords":"Medicine; MEDLINE; Hepatocellular carcinoma; Incidence (geometry); Library science; Family medicine; Internal medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003401217,0.0003739464,0.0008198385,0.0004402169,0.00003743617,0.00002377805,0.000146052,0.002057003,0.00008796195],"category_scores_gemma":[0.0003998316,0.0003056957,0.0002374504,0.0002610337,0.000122084,0.00003497618,0.00005404293,0.001278543,0.000357363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005824938,"about_ca_system_score_gemma":0.000684822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001728949,"about_ca_topic_score_gemma":0.0001705905,"domain_scores_codex":[0.9980333,0.0001886213,0.0003936573,0.0007074118,0.0002998685,0.000377087],"domain_scores_gemma":[0.9988931,0.000328534,0.00008777538,0.0004602543,0.00009870548,0.0001315644],"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":[0.0001955084,0.0000803791,0.03117671,0.0004739868,0.0002146754,0.001329552,0.0004514118,1.215478e-7,0.0002688619,0.0001700521,0.96174,0.003898701],"study_design_scores_gemma":[0.001011083,0.0005053733,0.004656403,0.0003119082,0.0004465219,0.0001367318,0.00003922463,0.0001340021,0.00006590423,0.0005928857,0.9918256,0.0002743818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.03481636,0.08034986,0.00002242984,0.002455777,0.8768473,0.001094848,0.00005873108,0.0002190964,0.004135609],"genre_scores_gemma":[0.1562204,0.004056397,0.0004400804,0.0001998562,0.8294665,0.0003705236,0.003639737,0.0001249138,0.005481634],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1214041,"threshold_uncertainty_score":0.9999395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02822452435218053,"score_gpt":0.2819825468622745,"score_spread":0.2537580225100939,"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."}}