{"id":"W6976810232","doi":"10.60692/b1ntz-z7753","title":"A high-throughput test enables specific detection of hepatocellular carcinoma","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Hepatocellular carcinoma; CpG site; Hepatocellular cancer; DNA methylation; Carcinoma; Cancer; Chronic hepatitis","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":[0.002068484,0.0007944336,0.0008407151,0.001885168,0.0004216609,0.001151621,0.0005791029,0.001613835,0.002975539],"category_scores_gemma":[0.003269198,0.0005007262,0.000649346,0.0008680294,0.0004118314,0.0006841,0.0007527938,0.001074745,0.002453049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004955383,"about_ca_system_score_gemma":0.0005111994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007233208,"about_ca_topic_score_gemma":0.00152927,"domain_scores_codex":[0.997695,0.0005698202,0.0001143045,0.0005444228,0.0009218905,0.0001545829],"domain_scores_gemma":[0.9979751,0.0009925178,0.0003084851,0.0002311886,0.0003759792,0.0001168434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007866514,0.0005059664,0.06287718,0.0003858355,0.0003148389,0.0002764263,0.0001157265,0.001975927,0.8202638,0.001157175,0.006543375,0.1047971],"study_design_scores_gemma":[0.00007071077,0.001098874,0.0759268,0.00008442809,0.0002980513,0.001799027,0.00007362004,0.05777005,0.8391365,0.001660354,0.02195532,0.000126128],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4970886,0.006858824,0.4553431,0.002388678,0.0008769241,0.001006581,0.01169191,0.01197134,0.01277396],"genre_scores_gemma":[0.8004175,0.001861804,0.1773703,0.001702427,0.000302583,0.0009852689,0.005152165,0.000203769,0.01200411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002975539,"threshold_uncertainty_score":0.01093936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430965021270754,"score_gpt":0.1994044334751159,"score_spread":0.1750947832624084,"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."}}