{"id":"W2332497970","doi":"10.1515/cclm-2023-7053","title":"Laboratory Information Systems","year":2023,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Computer science; Computational biology; Medicine; Biology","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","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004969412,0.0003374867,0.001058642,0.00006801617,0.0001828296,0.00006408776,0.0001765947,0.0005905821,0.0003330315],"category_scores_gemma":[0.01168884,0.0002674192,0.0001160745,0.001235517,0.0006611993,0.0005251939,0.00009946861,0.00111495,0.0004158812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004378599,"about_ca_system_score_gemma":0.0005102869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001534844,"about_ca_topic_score_gemma":8.55754e-7,"domain_scores_codex":[0.9962407,0.0003187448,0.001852275,0.0005194429,0.0006126725,0.0004561235],"domain_scores_gemma":[0.9945703,0.002223055,0.0005759764,0.0007463454,0.0009468127,0.000937577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00438924,0.001258608,0.1994094,0.009933187,0.001536971,0.001058976,0.001365813,0.00004486508,0.02716562,0.004883048,0.7269618,0.02199252],"study_design_scores_gemma":[0.005961112,0.0005048655,0.0207234,0.0004930323,0.000387944,0.00001854059,0.00188507,0.0008461024,0.000340861,0.0000516675,0.9684151,0.0003723188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669143,0.002846407,0.00006730811,0.0168477,0.001823831,0.0007517043,0.0003420273,0.0008228724,0.009583849],"genre_scores_gemma":[0.9773884,0.002960322,0.00008452655,0.01253058,0.004521959,0.00008288751,0.0004579769,0.00005629256,0.001917046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2414533,"threshold_uncertainty_score":0.9999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0636522385854008,"score_gpt":0.4023033338795988,"score_spread":0.338651095294198,"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."}}