{"id":"W4412928639","doi":"10.1001/jamaneurol.2025.2559","title":"Emergence of Anti-CD20 Therapies for Individuals With Multiple Sclerosis Planning Pregnancy","year":2025,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Multiple sclerosis; Pregnancy; Medicine; Physical medicine and rehabilitation; Psychiatry; Biology","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":[0.008780249,0.0001406329,0.0003385112,0.0005975377,0.0004709956,0.001173267,0.0004468843,0.0007141802,0.005571526],"category_scores_gemma":[0.02915661,0.000124483,0.0003773027,0.001149585,0.000349597,0.001040285,0.0005236249,0.001568637,0.0003011703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178499,"about_ca_system_score_gemma":0.003334366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006149243,"about_ca_topic_score_gemma":0.008026446,"domain_scores_codex":[0.9964478,0.00249461,0.0002526513,0.0002186063,0.0003644908,0.000221901],"domain_scores_gemma":[0.9711349,0.02173658,0.00252816,0.000857675,0.002203597,0.001539017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01296916,0.0006978074,0.4012403,0.001691949,0.000644072,0.0006954449,0.0009769351,0.000401026,0.002296688,0.009351941,0.01945009,0.5495846],"study_design_scores_gemma":[0.002991897,0.005466965,0.7796435,0.006604668,0.001750687,0.002545414,0.003873429,0.0008839696,0.002898261,0.00469653,0.1885905,0.00005426731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6927269,0.1640749,0.001863816,0.06330492,0.001791735,0.0003670256,0.005038041,0.00006558917,0.07076722],"genre_scores_gemma":[0.9440894,0.04084542,0.002272429,0.007976057,0.0007283458,0.000305242,0.001403449,0.00001946856,0.002360112],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008780249,"threshold_uncertainty_score":0.046435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07491559239598988,"score_gpt":0.3329643789018803,"score_spread":0.2580487865058904,"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."}}