{"id":"W6947784955","doi":"10.3969/j.issn.1674-8115.2023.02.002","title":"Quantitative characteristics of serum lipoprotein phenotypes for HBV patients","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Centre for Phenogenomics","funders":"","keywords":"Lipoprotein; HBsAg; Lipoprotein(a); Population; Hepatitis B virus; Logistic regression; Diabetes mellitus; Hepatitis B","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":[0.000265204,0.0002893026,0.0002295019,0.0007547842,0.0002350944,0.0003971703,0.00009375305,0.0002377747,0.001376934],"category_scores_gemma":[0.0009769785,0.00009515396,0.0002162494,0.0006143077,0.0001363613,0.0002268806,0.0002148074,0.0002597098,0.0002811701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001384752,"about_ca_system_score_gemma":0.0001095633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004126598,"about_ca_topic_score_gemma":0.0003143855,"domain_scores_codex":[0.9998327,0.00003911281,0.00003045019,0.00003973783,0.00003519144,0.00002279279],"domain_scores_gemma":[0.9995142,0.00006519195,0.0002246703,0.00002690407,0.000083582,0.00008548106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008252128,0.00004496116,0.9886633,0.00002939034,0.00005410714,0.0002133965,0.0001078729,0.00005561734,0.004322367,0.00004087549,0.00009634242,0.005546776],"study_design_scores_gemma":[0.00001328929,0.0004314928,0.9963845,0.0000105613,0.00004363833,0.001157438,0.0002273099,0.0003321139,0.0009021628,0.00008595958,0.0004041287,0.000007417726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983846,0.0004569958,0.000253289,0.00002325653,0.000008313853,0.000009491794,0.0002126375,0.000008009947,0.0006434149],"genre_scores_gemma":[0.9991805,0.0001059323,0.0001749337,0.00001418553,0.000009168131,0.000009273284,0.0002487044,0.000001988986,0.0002552911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001376934,"threshold_uncertainty_score":0.004606307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1403270640028695,"score_gpt":0.5292150252936807,"score_spread":0.3888879612908112,"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."}}