{"id":"W2084449015","doi":"10.1016/j.clinbiochem.2014.11.009","title":"Challenges in harmonizing integrated healthcare network laboratories: Multi-center evaluation of the AccuTnI+3 troponin assay","year":2014,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Center (category theory); Health care; Business; Political science; Chemistry","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00651942,0.000146182,0.0004256124,0.00002866713,0.00005286404,0.00001122585,0.0002235029,0.0003706297,0.0000397324],"category_scores_gemma":[0.009344394,0.0001023416,0.0001674776,0.0004340801,0.0002600442,0.00003022267,0.000131312,0.0008814587,0.00001204924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001893263,"about_ca_system_score_gemma":0.000549556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003086813,"about_ca_topic_score_gemma":0.00001894846,"domain_scores_codex":[0.9968256,0.001077189,0.000746054,0.0004180433,0.0006345463,0.0002985437],"domain_scores_gemma":[0.9973918,0.0005218,0.0002126648,0.0007109629,0.0009952488,0.0001675867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001094258,0.002224674,0.6846342,0.0007521438,0.0004936454,0.00000893683,0.0003913862,0.00007749291,0.01908446,0.0001979156,0.03034893,0.2606919],"study_design_scores_gemma":[0.03982663,0.001366912,0.6126862,0.004581471,0.0006403773,0.00005578538,0.004707225,0.0463177,0.1582274,0.0005233093,0.12995,0.001117026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9350867,0.004361375,0.0001570893,0.05546948,0.001017035,0.0009772003,0.00003865449,0.00006844239,0.00282399],"genre_scores_gemma":[0.9963493,0.0007447895,0.0005535674,0.001552742,0.0005959697,0.00004140896,0.0000482614,0.00002023261,0.00009375832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2595749,"threshold_uncertainty_score":0.9990003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3182960370231812,"score_gpt":0.4651126863442699,"score_spread":0.1468166493210888,"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."}}