{"id":"W4211236523","doi":"10.1177/13524585211069167","title":"Cortical lesion hotspots and association of subpial lesions with disability in multiple sclerosis","year":2022,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; McGill University; Université du Québec à Montréal; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health; National Multiple Sclerosis Society","keywords":"Lesion; Multiple sclerosis; Expanded Disability Status Scale; Medicine; White matter; Magnetic resonance imaging; Pathology; Hyperintensity; Radiology","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":[0.00282271,0.0003403244,0.0008977231,0.0003615974,0.001142429,0.00007533623,0.0002515753,0.0001409751,0.0003203711],"category_scores_gemma":[0.003973295,0.0002824834,0.0002311948,0.0008775892,0.0004721622,0.0002817767,0.0004966892,0.001754133,0.000004460112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438323,"about_ca_system_score_gemma":0.0002224641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005948074,"about_ca_topic_score_gemma":0.00102975,"domain_scores_codex":[0.9946815,0.000886776,0.0010271,0.0005775804,0.002000045,0.0008269902],"domain_scores_gemma":[0.9964634,0.001766214,0.0004958571,0.0004101436,0.0003903988,0.0004740485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002112963,0.001346327,0.8511236,0.00006843067,0.0001270358,0.0000136662,0.0008382634,0.0003084855,0.1312624,0.000004741687,0.0004776509,0.01231646],"study_design_scores_gemma":[0.01155396,0.001023259,0.9775546,0.0003676165,0.00009766485,0.00005548071,0.00207108,0.004321163,0.00250929,0.00001139847,0.0001679611,0.0002665445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960952,0.000298597,0.0001203438,0.002168196,0.0001889968,0.00088362,0.0001356202,0.00004485439,0.00006460637],"genre_scores_gemma":[0.9967636,0.0009041129,0.001789907,0.000102028,0.000161139,0.00014034,0.00001993376,0.00005224388,0.00006662074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1287531,"threshold_uncertainty_score":0.9999627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1403615002080797,"score_gpt":0.3065848012601944,"score_spread":0.1662233010521147,"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."}}