{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007374318,0.000412201,0.0003752573,0.001204721,0.0007436419,0.0006370021,0.0006885162,0.0004156604,0.001050798],"category_scores_gemma":[0.002077871,0.0002180973,0.0005333986,0.00143416,0.0003361627,0.0003193321,0.0006263911,0.0005701138,0.0001401141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503579,"about_ca_system_score_gemma":0.001996577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2355852,"about_ca_topic_score_gemma":0.2730395,"domain_scores_codex":[0.9992509,0.0001211633,0.00005383813,0.0001645244,0.0002102057,0.0001991938],"domain_scores_gemma":[0.9984164,0.0001409648,0.0009101045,0.00005795321,0.0002384658,0.0002360385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001379706,0.0000121267,0.997685,0.00001563925,0.00002984922,0.0002691551,0.0001361885,0.00006193844,0.000255041,0.00003326731,0.0001080851,0.001255802],"study_design_scores_gemma":[0.000002300226,0.00003587656,0.9992055,0.000009022897,0.00001557462,0.0003715835,0.0001020736,0.00006279802,0.00004166718,0.00001953354,0.0001316411,0.000002429321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975921,0.0005969348,0.0001696977,0.0000684109,0.000009297883,0.00002774255,0.0007945244,0.000007708362,0.0007335984],"genre_scores_gemma":[0.9987551,0.0001773407,0.0001861732,0.0000265304,0.000005925567,0.000005810202,0.0006617014,0.000002177376,0.0001792672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2355852,"threshold_uncertainty_score":0.468428,"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."}}