{"id":"W2059345978","doi":"10.1016/j.humpath.2013.09.020","title":"Well-differentiated hepatocellular neoplasm of uncertain malignant potential: proposal for a new diagnostic category","year":2013,"lang":"en","type":"letter","venue":"Human Pathology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Hospital for Sick Children; Queen Elizabeth II Health Sciences Centre; University of Toronto","funders":"","keywords":"Neoplasm; Hepatocellular carcinoma; Pathology; Medicine; Set (abstract data type); 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009583449,0.0006327392,0.001341795,0.0003112472,0.0001124795,0.00002845992,0.0002482441,0.001013266,0.001420578],"category_scores_gemma":[0.00008695066,0.0004994025,0.0006072005,0.0000882282,0.0002226628,0.00004103739,0.0001023695,0.000607222,0.0002609286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240266,"about_ca_system_score_gemma":0.0006079373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006232071,"about_ca_topic_score_gemma":0.00002028335,"domain_scores_codex":[0.9970959,0.0001962946,0.0007518358,0.000882388,0.0003529085,0.0007206328],"domain_scores_gemma":[0.9979373,0.000290263,0.0004831236,0.0007891413,0.0002666993,0.0002334911],"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":[0.00007607018,0.0008116633,0.008391293,0.001677041,0.001009819,0.01194096,0.0001993501,0.000002919945,0.001897295,0.0004406683,0.9732789,0.0002740681],"study_design_scores_gemma":[0.07618386,0.02542923,0.1688595,0.007961371,0.06175063,0.005682753,0.0004243264,0.001237718,0.03674912,0.06078103,0.5470471,0.007893368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7685065,0.006119126,0.0005721402,0.2082594,0.00178796,0.01281844,0.0008234106,0.0003287649,0.0007842754],"genre_scores_gemma":[0.7718846,0.0007264099,0.001753017,0.1585443,0.005989008,0.004212334,0.02878275,0.0006101804,0.02749732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4262318,"threshold_uncertainty_score":0.9997458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02541621698558187,"score_gpt":0.263597274704627,"score_spread":0.2381810577190451,"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."}}