{"id":"W4285104602","doi":"10.2139/ssrn.4099424","title":"Serum PPP1CA as a Protein Biomarker for the Diagnosis of Hepatocellular Carcinoma","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Hepatocellular carcinoma; Biomarker; Medicine; Internal medicine; Oncology; Biology; Genetics","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":[0.001049086,0.0005205817,0.0009564788,0.001666661,0.0003251586,0.001118526,0.0002680176,0.0006373656,0.001128643],"category_scores_gemma":[0.002647101,0.0002728946,0.0004613806,0.001088999,0.000376948,0.0004193904,0.0003695375,0.0007790498,0.0004078685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004523385,"about_ca_system_score_gemma":0.0005729715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240061,"about_ca_topic_score_gemma":0.001025704,"domain_scores_codex":[0.9992593,0.0002754508,0.00007760122,0.00009196797,0.0002384216,0.00005724412],"domain_scores_gemma":[0.9992216,0.0002375203,0.000174458,0.00004595048,0.000197366,0.0001230171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004019837,0.0002272264,0.8753788,0.0005133883,0.0006209688,0.001305926,0.0001566495,0.0006877714,0.03225769,0.0004080989,0.002222735,0.08220089],"study_design_scores_gemma":[0.0001934921,0.002451024,0.9450176,0.0002178416,0.001051671,0.007813484,0.0003812418,0.01122332,0.02345181,0.00139161,0.006734334,0.00007255602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396977,0.04676278,0.004373902,0.001081707,0.0004606899,0.0001012075,0.0009676685,0.0002507718,0.006303572],"genre_scores_gemma":[0.9940121,0.002853941,0.001872001,0.000136986,0.0001389084,0.00002839124,0.000299842,0.000007555594,0.0006503738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001666661,"threshold_uncertainty_score":0.005548179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01714006021732484,"score_gpt":0.2552834894201877,"score_spread":0.2381434292028629,"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."}}