{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002103765,0.0003042034,0.0006095099,0.0002005489,0.00214841,0.000138115,0.0008129403,0.00005589001,0.0008018077],"category_scores_gemma":[0.002077413,0.0001534308,0.0004522377,0.0007756634,0.0004000878,0.0001582087,0.0005155838,0.001151888,0.000007943445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003052143,"about_ca_system_score_gemma":0.0003940155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001065433,"about_ca_topic_score_gemma":0.00003904618,"domain_scores_codex":[0.9960261,0.0005401616,0.0007549457,0.0003440875,0.001603252,0.0007314363],"domain_scores_gemma":[0.9968777,0.000513493,0.000560704,0.0007152712,0.001072308,0.0002605022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005903478,0.001252693,0.1155841,0.0002582103,0.001422986,0.00001526281,0.004590696,0.0008384127,0.7744558,0.00001939966,0.09050138,0.005157584],"study_design_scores_gemma":[0.02096808,0.003324571,0.8744835,0.0008117447,0.0004573334,0.0008406938,0.003908527,0.01017979,0.02898326,0.00004687942,0.05549385,0.0005018109],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820389,0.0003893833,0.0003901942,0.01288247,0.0008326995,0.002836774,0.0002381816,0.00004957327,0.0003418376],"genre_scores_gemma":[0.994761,0.0001517742,0.002526073,0.0005877286,0.0005053679,0.0004864696,0.00001342204,0.00007360755,0.0008945408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7588993,"threshold_uncertainty_score":0.9991506,"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."}}