{"id":"W2939918710","doi":"10.1002/mus.26488","title":"Updated cerebrospinal fluid total protein reference values improve chronic inflammatory demyelinating polyneuropathy diagnosis","year":2019,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Peripheral Neuropathies and Disorders","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Chronic inflammatory demyelinating polyneuropathy; Medicine; Cerebrospinal fluid; Internal medicine; Cohort; Gastroenterology; Medical diagnosis; Polyneuropathy; Polyradiculoneuropathy; Pathology; Guillain-Barre syndrome; Immunology; Antibody","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002120735,0.0003264874,0.0003908287,0.00009351457,0.0001423772,0.00005837932,0.0001904156,0.0001441922,0.0008416912],"category_scores_gemma":[0.0001476689,0.0002944822,0.0001667338,0.0002467531,0.00007746668,0.0002464198,0.0001906833,0.0004965803,0.0003047132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001564162,"about_ca_system_score_gemma":0.0002155895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002333288,"about_ca_topic_score_gemma":0.00002876408,"domain_scores_codex":[0.9977503,0.0001188318,0.0004502531,0.0006219242,0.0004098313,0.0006488072],"domain_scores_gemma":[0.9988894,0.00003504436,0.0001664467,0.0005603922,0.0001375349,0.0002111153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003879363,0.0003322678,0.02795943,0.0005809069,0.00005814623,0.0002363192,0.0003516283,0.0001023131,0.9206378,0.0006628563,0.001482746,0.04720762],"study_design_scores_gemma":[0.01262799,0.01105289,0.8459595,0.001244003,0.0002539692,0.0001415568,0.001305513,0.0151726,0.07110038,0.0005392759,0.03847145,0.002130899],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944749,0.000685778,0.00001195294,0.0005159723,0.0003794246,0.001026752,0.00002261698,0.000247237,0.00263537],"genre_scores_gemma":[0.9968913,0.00005503267,0.0001220516,0.0005508554,0.0002858943,0.0001559545,0.00004364454,0.00007490967,0.001820331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8495374,"threshold_uncertainty_score":0.9999507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01021209779448814,"score_gpt":0.2363689688889046,"score_spread":0.2261568710944165,"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."}}