{"id":"W3012883704","doi":"10.1177/1352458520912172","title":"Conversion of diffusely abnormal white matter to focal lesions is linked to progression in secondary progressive multiple sclerosis","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières; Université du Québec à Montréal; McGill University; Montreal Neurological Institute and Hospital","funders":"Multiple Sclerosis Society; International Progressive MS Alliance","keywords":"Multiple sclerosis; White matter; Medicine; Pathology; Magnetic resonance imaging; Radiology; Immunology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008251116,0.0006886865,0.00141634,0.0008983609,0.0005322776,0.0001828422,0.0007160787,0.0003364215,0.001939757],"category_scores_gemma":[0.001813546,0.0005736066,0.0005384465,0.001533907,0.0002955542,0.0005225246,0.001040847,0.001696918,0.0005094741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004048304,"about_ca_system_score_gemma":0.0003454438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009595,"about_ca_topic_score_gemma":0.0000476637,"domain_scores_codex":[0.9935966,0.000372596,0.001664573,0.001045103,0.00188141,0.001439767],"domain_scores_gemma":[0.9952441,0.000425077,0.0005086291,0.0006129748,0.0009324439,0.002276728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003434486,0.0008485954,0.7033986,0.0003589773,0.0001679586,0.00006697136,0.007498648,0.0001034383,0.2301538,4.2154e-7,0.02358644,0.03038164],"study_design_scores_gemma":[0.011371,0.001888401,0.9438164,0.003314543,0.0000774227,0.00003951101,0.00159136,0.002843957,0.03283066,0.000001582056,0.001686621,0.0005385832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696168,0.0004642557,0.0006197658,0.02556163,0.0002971203,0.002858691,0.0002357832,0.00009892853,0.0002469643],"genre_scores_gemma":[0.9773047,0.0003822981,0.01488169,0.00641443,0.000525528,0.0002512725,0.00003091849,0.0001289759,0.00008019857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2404177,"threshold_uncertainty_score":0.9996715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076849649022206,"score_gpt":0.313285688856675,"score_spread":0.2056007239544544,"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."}}