{"id":"W4366824764","doi":"10.1016/j.clinbiochem.2023.04.006","title":"Variation in processes and reporting of cerebrospinal fluid oligoclonal banding and associated tests and calculated indices across Canadian clinical laboratories","year":2023,"lang":"en","type":"article","venue":"Clinical Biochemistry","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital; University of Alberta","funders":"","keywords":"Medicine; Cerebrospinal fluid; Confidence interval; Clinical Practice; Pathology; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00368258,0.0001420631,0.0006453978,0.00006596251,0.0001404512,0.00004238669,0.00005382207,0.00035116,0.000005205158],"category_scores_gemma":[0.08700996,0.0001264109,0.00003841761,0.0006908025,0.0005990881,0.00006186387,0.0001579618,0.0004133948,6.839122e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005435956,"about_ca_system_score_gemma":0.000662293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002590103,"about_ca_topic_score_gemma":0.004858491,"domain_scores_codex":[0.9971532,0.00007756006,0.001660881,0.0004852932,0.0002523148,0.0003707534],"domain_scores_gemma":[0.9970698,0.001296116,0.0006764162,0.0001523558,0.0004054767,0.0003997722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007995059,0.00006405465,0.9847847,0.000551423,0.00009116065,0.0000479267,0.0002746439,2.606023e-7,0.01277777,0.000001157687,0.0001155871,0.001211386],"study_design_scores_gemma":[0.001436866,0.0001459586,0.9944338,0.0005635232,0.00003027072,0.00000857638,0.0004018773,0.0003238134,0.002486354,0.00001878853,0.00003783846,0.0001123714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983648,0.000556524,5.863231e-7,0.0006511132,0.00005627276,0.0001837365,0.00009502517,0.00003664232,0.0000552881],"genre_scores_gemma":[0.998133,0.001424311,0.0001174499,0.00006340577,0.0001256372,0.000011799,0.00006742391,0.00001252293,0.00004444263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08332738,"threshold_uncertainty_score":0.9206805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1315241853770004,"score_gpt":0.466429725757886,"score_spread":0.3349055403808856,"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."}}