{"id":"W4412111210","doi":"10.1177/13524585251353044","title":"High-risk populations should be screened for MS: Yes","year":2025,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Multiple sclerosis; Medicine; Biology; Psychiatry","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","sts"],"consensus_categories":[],"category_scores_codex":[0.001169247,0.0003650111,0.000741029,0.0006484144,0.001514827,0.0002240487,0.0003434966,0.0002057471,0.0002296338],"category_scores_gemma":[0.005829447,0.0002995988,0.0005548336,0.0006251503,0.0002288488,0.0002757269,0.0001951946,0.0008636265,0.00001970412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003434062,"about_ca_system_score_gemma":0.0002450087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006906848,"about_ca_topic_score_gemma":0.0008371914,"domain_scores_codex":[0.9968099,0.0001862618,0.0008675217,0.0004905977,0.0007983456,0.000847386],"domain_scores_gemma":[0.9970381,0.0008164063,0.0002916091,0.0005453718,0.0008880651,0.0004204468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001897401,0.0009258735,0.6461596,0.0002315769,0.001437157,0.000009658344,0.0004680924,0.000996619,0.05510848,0.0009447632,0.1655602,0.1262605],"study_design_scores_gemma":[0.0105056,0.0003921443,0.9564507,0.0006714198,0.0003949368,0.00001362621,0.000459067,0.005567132,0.006358601,0.000550945,0.01833504,0.0003007967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.909701,0.001891767,0.05027581,0.03129218,0.001884262,0.002846778,0.0006344072,0.0003063504,0.001167389],"genre_scores_gemma":[0.9413035,0.001990043,0.05310224,0.001193564,0.0008186865,0.000227903,0.00007404024,0.00005715027,0.001232874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3102911,"threshold_uncertainty_score":0.9999456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2438351664281574,"score_gpt":0.3781122068347537,"score_spread":0.1342770404065963,"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."}}