{"id":"W4379769200","doi":"10.1038/s41467-023-39055-7","title":"A high-throughput test enables specific detection of hepatocellular carcinoma","year":2023,"lang":"en","type":"article","venue":"Nature Communications","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Hepatocellular carcinoma; Throughput; Computer science; Test (biology); Computational biology; Medicine; Biology; Cancer research; Telecommunications","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":[0.002141396,0.0008725883,0.000858933,0.001780075,0.000439307,0.001179456,0.000612794,0.001710072,0.002773567],"category_scores_gemma":[0.003359119,0.0005377331,0.0007013972,0.00085833,0.0004678448,0.0006766011,0.0007342786,0.001234071,0.002382718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005032595,"about_ca_system_score_gemma":0.000520007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000704265,"about_ca_topic_score_gemma":0.001452027,"domain_scores_codex":[0.99743,0.0006812053,0.0001213383,0.0006132468,0.0009712597,0.0001829496],"domain_scores_gemma":[0.9978912,0.001010673,0.0003367841,0.0002547298,0.0003823105,0.0001242222],"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":[0.0007133546,0.0004848797,0.05020667,0.000379608,0.0003166953,0.0002665913,0.0001190589,0.001965555,0.850371,0.001117706,0.006534573,0.08752427],"study_design_scores_gemma":[0.00007161503,0.001131712,0.05794135,0.00008204293,0.0002748957,0.001685698,0.00007302187,0.05394525,0.8611304,0.001647185,0.02189803,0.0001187004],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4599208,0.007053169,0.4937764,0.00247399,0.0009554689,0.001127656,0.01079994,0.0114628,0.01242981],"genre_scores_gemma":[0.7906884,0.001902258,0.1869551,0.001876177,0.0003388081,0.001201208,0.00508435,0.0002242178,0.0117295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002773567,"threshold_uncertainty_score":0.01132494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06455276435168177,"score_gpt":0.2753484643285223,"score_spread":0.2107956999768406,"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."}}