{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003227653,0.0002422721,0.0005105595,0.0001314465,0.0001989384,0.00002321878,0.0001591829,0.0001531872,0.0001866152],"category_scores_gemma":[0.0003134366,0.0001174536,0.0001630328,0.0005034059,0.0003299267,0.0001240838,0.00009363062,0.0003095398,0.00001803024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003940804,"about_ca_system_score_gemma":0.0001365154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001577052,"about_ca_topic_score_gemma":0.0000820382,"domain_scores_codex":[0.9981743,0.0000982286,0.0004553352,0.0003656196,0.0005695879,0.0003369756],"domain_scores_gemma":[0.998538,0.0004688102,0.000225193,0.0005100872,0.0001552163,0.0001027365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000788063,0.0002874218,0.9823399,0.0002063407,0.0002834202,2.308288e-7,0.0002182405,0.0006899448,0.005522303,0.000005177791,0.00007678167,0.009582155],"study_design_scores_gemma":[0.01039115,0.0006795023,0.9726437,0.0005545097,0.0001251067,9.561892e-7,0.0004738442,0.009498421,0.005202957,0.000002497056,0.0002515264,0.0001758234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949109,0.0001180089,0.00001668791,0.002094575,0.0001323714,0.001370134,0.00001645812,0.00005709653,0.001283746],"genre_scores_gemma":[0.9977316,0.0009773012,0.0002659112,0.0001862879,0.000008895247,0.00004899516,0.00002077942,0.00003691421,0.0007233627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009696218,"threshold_uncertainty_score":0.4789619,"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."}}