{"id":"W3155910301","doi":"10.1016/j.msard.2021.102967","title":"Socioeconomic status and access to multiple sclerosis treatment in Mexico","year":2021,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Multiple sclerosis; Socioeconomic status; Neurology; Neurosurgery; Pediatrics; Expanded Disability Status Scale; Internal medicine; Physical therapy; Surgery; Population; Environmental health; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000265725,0.0004992601,0.000885465,0.0004075494,0.0003905456,0.0002123911,0.0001352654,0.0002832706,0.0002366893],"category_scores_gemma":[0.0006879614,0.0004363927,0.0001971303,0.0005384831,0.000328461,0.0003160511,0.0004667884,0.0003801858,0.00005819393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004128537,"about_ca_system_score_gemma":0.0001798281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00226875,"about_ca_topic_score_gemma":0.008570991,"domain_scores_codex":[0.9966589,0.0001739393,0.0006836179,0.001126946,0.0003232094,0.001033343],"domain_scores_gemma":[0.998009,0.0005485369,0.000110502,0.0004958299,0.0001222947,0.0007138926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003260618,0.0007020585,0.8673624,0.00008278259,0.0003640866,0.00001048039,0.002488608,0.0002994201,0.01834522,0.00001107848,0.0004412734,0.1095665],"study_design_scores_gemma":[0.01332278,0.0003564875,0.9724059,0.0003748461,0.00009190133,0.000005080923,0.002306221,0.00349514,0.003895669,0.00004809504,0.003239392,0.0004584604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847002,0.00576202,0.00001606062,0.00680657,0.0001885975,0.001499742,0.00009740437,0.0001092526,0.0008201607],"genre_scores_gemma":[0.938799,0.05931407,0.0005576234,0.0004692865,0.000032137,0.0003415321,0.00008488556,0.00007362012,0.0003278615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.109108,"threshold_uncertainty_score":0.9998088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05984559780417387,"score_gpt":0.2989172757336982,"score_spread":0.2390716779295243,"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."}}