{"id":"W2140925893","doi":"10.1177/1352458511434068","title":"Epidemiology in multiple sclerosis has had its day: there are no more unanswered questions - No","year":2011,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Coastal Health Research Institute; University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Multiple sclerosis; Epidemiology; Medicine; Clinical neurology; MEDLINE; Psychology; Neuroscience; Psychiatry; Biology; Pathology","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003928091,0.0009898224,0.002170773,0.0009969523,0.001389729,0.0001166162,0.0009576522,0.0006670289,0.001932173],"category_scores_gemma":[0.02777733,0.0008229789,0.0008500941,0.001004773,0.001051737,0.0007550057,0.0005515434,0.002758306,0.001662653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000827827,"about_ca_system_score_gemma":0.0004398294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570905,"about_ca_topic_score_gemma":0.001767093,"domain_scores_codex":[0.9913024,0.001571283,0.002304116,0.001291076,0.001146795,0.002384372],"domain_scores_gemma":[0.9920363,0.0022519,0.001031791,0.001262604,0.001980359,0.00143698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001359021,0.001779763,0.9218664,0.0001877064,0.0005506837,0.0001444455,0.002634031,0.0001176212,0.05117727,0.0000251492,0.01303726,0.00712062],"study_design_scores_gemma":[0.009816396,0.0005899891,0.9690603,0.003074065,0.0001300797,0.000104253,0.001099021,0.008356971,0.002809915,0.00004960964,0.004153215,0.0007561991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787757,0.007115005,0.0008178964,0.005321656,0.00206469,0.002606286,0.0003990422,0.0004241563,0.002475534],"genre_scores_gemma":[0.9759727,0.008151604,0.01219891,0.001162109,0.00110144,0.0003618919,0.00004902729,0.0001976621,0.0008047012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04836736,"threshold_uncertainty_score":0.9999104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3837436415628885,"score_gpt":0.3428027299823878,"score_spread":0.04094091158050067,"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."}}