{"id":"W4308548584","doi":"10.1177/13524585221135883","title":"A journey with no roadmap—The need for validated criteria of the MS prodrome","year":2022,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Prodrome; Prodromal Stage; Intervention (counseling); Stage (stratigraphy); Medicine; Multiple sclerosis; Disease; Psychology; Psychiatry; Cognitive impairment; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2113565,0.002867756,0.007473433,0.01040919,0.005615878,0.01543177,0.01099142,0.01353215,0.006395941],"category_scores_gemma":[0.3047181,0.002332168,0.003183588,0.00311687,0.01244254,0.03214095,0.01313716,0.03615022,0.003887095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01156825,"about_ca_system_score_gemma":0.07039405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02603371,"about_ca_topic_score_gemma":0.0194345,"domain_scores_codex":[0.89101,0.06205085,0.01920779,0.005375584,0.01868051,0.003675223],"domain_scores_gemma":[0.5665589,0.1886537,0.02009705,0.03113416,0.1598438,0.03371235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006427781,0.001314033,0.03302295,0.007459607,0.0003819891,0.001368996,0.006026235,0.002193622,0.002037873,0.05302114,0.3471683,0.5453625],"study_design_scores_gemma":[0.0009146718,0.002859234,0.05749178,0.05353902,0.0005490059,0.005687541,0.04280199,0.008268495,0.001382034,0.2870698,0.5380103,0.001426184],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008288408,0.07543929,0.02776431,0.8648313,0.01386323,0.001592477,0.0007311666,0.0006205254,0.006869242],"genre_scores_gemma":[0.1509515,0.06813876,0.4821262,0.2685926,0.01357291,0.006896898,0.004674543,0.0006847488,0.00436183],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2113565,"threshold_uncertainty_score":0.9725379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125078456716182,"score_gpt":0.3161745049283672,"score_spread":0.1910960482121853,"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."}}