{"id":"W2913554609","doi":"10.1016/j.msard.2019.01.031","title":"Validation of the SymptoMScreen with performance-based or clinician-assessed outcomes","year":2019,"lang":"en","type":"article","venue":"Multiple Sclerosis and Related Disorders","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Medicine; Multiple sclerosis; Medical physics; Intensive care medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04650651,0.001277128,0.001571001,0.002906007,0.001337274,0.003063189,0.001941413,0.00209379,0.00412962],"category_scores_gemma":[0.108887,0.0004691643,0.003518212,0.001643162,0.001774494,0.00342423,0.003618302,0.001992596,0.001755701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001324001,"about_ca_system_score_gemma":0.003098338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003105849,"about_ca_topic_score_gemma":0.005376774,"domain_scores_codex":[0.9646428,0.01553352,0.005518436,0.003745008,0.008947141,0.001613107],"domain_scores_gemma":[0.9105139,0.03916566,0.01497919,0.008794974,0.02436233,0.002184064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003877248,0.002275526,0.9310372,0.0009504414,0.002230888,0.0001102086,0.002053282,0.001533634,0.001444561,0.001873067,0.004904805,0.04770921],"study_design_scores_gemma":[0.0007286818,0.004633208,0.9734744,0.0003860839,0.0008089799,0.0002306604,0.001189014,0.004472689,0.001943509,0.001883126,0.01014309,0.0001065415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9266899,0.001390534,0.02521754,0.0009966744,0.0009078134,0.007911603,0.009034946,0.0002928554,0.02755815],"genre_scores_gemma":[0.9662469,0.0002552134,0.01590274,0.0004245485,0.0001803536,0.007076517,0.00589718,0.0001358715,0.003880555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04650651,"threshold_uncertainty_score":0.2459528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03788694581344837,"score_gpt":0.277686448789814,"score_spread":0.2397995029763656,"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."}}