{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001112833,0.0001967155,0.0005298295,0.00009520168,0.0004749443,0.0000386594,0.0003498229,0.00008588828,0.0004707478],"category_scores_gemma":[0.0006808231,0.0001687179,0.00005723621,0.000287761,0.0005880508,0.0002118503,0.003917373,0.001020088,0.000005108527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001926503,"about_ca_system_score_gemma":0.0002535792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003982757,"about_ca_topic_score_gemma":0.0005357373,"domain_scores_codex":[0.997102,0.0009540655,0.0002921647,0.0007676822,0.0003928171,0.000491235],"domain_scores_gemma":[0.9987364,0.0004368605,0.0001266202,0.0005067117,0.00004364826,0.0001497798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003365668,0.0005482548,0.654281,0.0001355217,0.00002979765,0.0001396321,0.0002289208,0.00001164193,0.02288007,0.000004208654,0.0006995952,0.3176757],"study_design_scores_gemma":[0.005345023,0.002424244,0.9854408,0.00005879549,0.00001285899,0.00007980863,0.00006729574,0.001474826,0.001865199,0.00001603079,0.00306902,0.0001460858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790392,0.000581398,0.000001615653,0.01421106,0.0001054683,0.005406336,0.0000476781,0.00004382103,0.0005634482],"genre_scores_gemma":[0.9959564,0.0001111685,0.000175839,0.0004207093,0.00008902519,0.003134683,0.00002569079,0.00002645636,0.00006008976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3311598,"threshold_uncertainty_score":0.6880115,"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."}}