{"id":"W2867129155","doi":"10.1177/1352458518783662","title":"Five years before multiple sclerosis onset: Phenotyping the prodrome","year":2018,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Dalhousie University; University of Saskatchewan; University of Manitoba; Saskatchewan Health Quality Council; Manitoba Health; University of British Columbia","funders":"National Multiple Sclerosis Society","keywords":"Medicine; Multiple sclerosis; Cohort; Prodrome; Confidence interval; Population; Cohort study; Specialty; Internal medicine; Relative risk; Pediatrics; Psychiatry; Psychosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002087394,0.0006513501,0.0009372112,0.0004955229,0.002327291,0.0004827857,0.0009895832,0.0002742097,0.0007663168],"category_scores_gemma":[0.004795113,0.0004528176,0.0006654685,0.001077202,0.001526688,0.0005293356,0.0006477782,0.001762097,0.0008020541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005761783,"about_ca_system_score_gemma":0.0003536715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003954798,"about_ca_topic_score_gemma":0.0008732649,"domain_scores_codex":[0.9939017,0.0004416912,0.001145523,0.0008801035,0.001891497,0.001739493],"domain_scores_gemma":[0.9953937,0.0007850631,0.0005122581,0.001207313,0.001255856,0.0008458034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002050937,0.001153897,0.5213438,0.0001508262,0.001650762,0.00008344574,0.01553588,0.00007377761,0.1154994,0.00002462606,0.04471746,0.2977153],"study_design_scores_gemma":[0.006561052,0.0008725811,0.9687683,0.001190454,0.0001803525,0.0002609342,0.001716739,0.006116122,0.00515259,0.00006287821,0.008640413,0.0004775981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901323,0.0008238985,0.000503547,0.004912099,0.001088246,0.001591329,0.0001028672,0.0002315626,0.0006141877],"genre_scores_gemma":[0.9894273,0.001033825,0.004009076,0.001209346,0.003136149,0.0001619772,0.00002249,0.0001599579,0.000839924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4474245,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041339076859932,"score_gpt":0.3019182711405465,"score_spread":0.1977843634545532,"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."}}