{"id":"W4285744151","doi":"10.1136/bmjno-2021-000240","title":"Chronic lesion activity and disability progression in secondary progressive multiple sclerosis","year":2022,"lang":"en","type":"article","venue":"BMJ Neurology Open","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill Genome Centre; NeuroRx Research (Canada)","funders":"Biogen","keywords":"Multiple sclerosis; Medicine; Lesion; Natalizumab; Placebo; Internal medicine; Gastroenterology; Oncology; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000776784,0.0002985923,0.0004360429,0.0005408046,0.0001820924,0.0003142573,0.0001229411,0.0002397031,0.001292487],"category_scores_gemma":[0.001537217,0.00008366062,0.0002632491,0.0003796434,0.0001989043,0.0002564782,0.0003291138,0.0002747311,0.0001800066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001675869,"about_ca_system_score_gemma":0.00016649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005228975,"about_ca_topic_score_gemma":0.0009523836,"domain_scores_codex":[0.9996791,0.0001234787,0.00004688789,0.0000571149,0.00006260211,0.00003091484],"domain_scores_gemma":[0.998468,0.0002906271,0.0008407256,0.00005425522,0.0001437662,0.0002026516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008108903,0.000374149,0.9532093,0.0003050991,0.0004353408,0.0001964333,0.0001710844,0.0003153648,0.008379578,0.00003886327,0.0002012754,0.02826457],"study_design_scores_gemma":[0.0001103751,0.001965588,0.9963394,0.0000240718,0.0000690732,0.000460943,0.00003551178,0.0002582381,0.0004118471,0.0000419126,0.0002790132,0.000004090237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974427,0.001928336,0.0001027752,0.00002306,0.000003859133,0.00001712471,0.0001286587,0.000004928512,0.0003486161],"genre_scores_gemma":[0.9994461,0.0001780757,0.0001097028,0.00001086275,0.000009427276,0.00001095261,0.0001338633,8.385069e-7,0.0001002044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001292487,"threshold_uncertainty_score":0.00432384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1233101763752484,"score_gpt":0.4044608789303863,"score_spread":0.2811507025551379,"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."}}