{"id":"W4363646279","doi":"10.1002/adhm.202203380","title":"175 Years of Bilirubin Testing: Ready for Point‐of‐Care?","year":2023,"lang":"en","type":"article","venue":"Advanced Healthcare Materials","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal","funders":"","keywords":"Bilirubin; Medicine; Point-of-care testing; Point of care; Direct bilirubin; Intensive care medicine; Gold standard (test); Liver disease; Internal medicine; Pathology; Chemistry; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003460664,0.0001308415,0.0007139787,0.0001507975,0.00004934344,0.000003488265,0.0000768099,0.00008399375,0.00002131104],"category_scores_gemma":[0.001950297,0.0001288785,0.00005459232,0.000343225,0.0000766897,0.0000512097,0.00006431887,0.00004804305,0.00003680064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006643969,"about_ca_system_score_gemma":0.0001526053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009620864,"about_ca_topic_score_gemma":0.0002739892,"domain_scores_codex":[0.998489,0.00005728318,0.000654018,0.0002544902,0.000202212,0.0003430317],"domain_scores_gemma":[0.9983156,0.0004309561,0.0002656117,0.0003445992,0.0005575196,0.00008569127],"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":[0.0007297124,0.00005377391,0.02501191,0.008237354,0.00006507269,0.00002771292,0.002235244,0.00000964321,0.9254223,0.001168202,0.0009783426,0.03606075],"study_design_scores_gemma":[0.002460647,0.002755208,0.2514894,0.001703923,0.00008107004,0.00001233095,0.001166972,0.000005905521,0.7289992,0.002047429,0.00900573,0.0002722328],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954771,0.0004990366,0.00001646497,0.00111834,0.0005761642,0.001250415,0.0007410958,0.0001646946,0.0001566787],"genre_scores_gemma":[0.9851732,0.0003914026,0.0136055,0.0002105984,0.0001044345,0.0001818618,0.000166739,0.00004947271,0.0001168006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2264775,"threshold_uncertainty_score":0.5255513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09830437838117134,"score_gpt":0.397611842499309,"score_spread":0.2993074641181376,"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."}}