{"id":"W2147300306","doi":"10.1177/1352458512469694","title":"“Seeing” in NARCOMS: a look at vision-related quality of life in the NARCOMS registry","year":2012,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Diplopia; Medicine; Quality of life (healthcare); Population; Visual impairment; Optic neuritis; Optometry; Visual acuity; Multiple sclerosis; Ophthalmology; 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":[],"consensus_categories":[],"category_scores_codex":[0.007456346,0.0003566827,0.001039113,0.0005165947,0.000337535,0.00005827626,0.0005995914,0.0002439406,0.0003652783],"category_scores_gemma":[0.007606365,0.0002405137,0.000394299,0.0009419988,0.0005665983,0.0004056091,0.0003761011,0.001667508,0.00006219647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005824172,"about_ca_system_score_gemma":0.0001834371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000798857,"about_ca_topic_score_gemma":0.0008031203,"domain_scores_codex":[0.9936025,0.001324524,0.001900113,0.0003629221,0.00167112,0.001138789],"domain_scores_gemma":[0.9962941,0.001446265,0.0006703369,0.0007901856,0.0002684382,0.0005306197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008807363,0.00135285,0.9313977,0.0001460856,0.00009695377,0.00001483674,0.006654983,0.00006721215,0.05156551,0.00002075245,0.00299064,0.004811789],"study_design_scores_gemma":[0.008543271,0.0001945787,0.9838515,0.000987001,0.00002383087,0.00007216341,0.003641011,0.0005878826,0.0006725637,0.00002207363,0.001173137,0.0002309687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98941,0.005820636,0.00002368983,0.002817188,0.0002641112,0.0007353978,0.00002195385,0.00002716872,0.0008798199],"genre_scores_gemma":[0.9964541,0.001953294,0.0006266982,0.000432765,0.0002800178,0.00005598702,0.00001166696,0.0000432714,0.0001422353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05245387,"threshold_uncertainty_score":0.9807864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1650824893381386,"score_gpt":0.3625350575705827,"score_spread":0.1974525682324441,"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."}}