{"id":"W3178277231","doi":"10.1212/wnl.96.15_supplement.2118","title":"Development and Usability Testing of a Patient-based Digital Tool to Understand Early Signs of Changes in Multiple Sclerosis Symptoms and Progression: Your MS Questionnaire (2118)","year":2021,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Usability; Multiple sclerosis; Medicine; Psychology; Psychiatry; Computer science","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":[0.01692218,0.0007605564,0.0006742069,0.001100245,0.0004940889,0.0008732512,0.0009693727,0.0009518036,0.003135345],"category_scores_gemma":[0.02846061,0.0005874016,0.001174378,0.0004896715,0.000497122,0.000878216,0.00107272,0.0006766568,0.00100465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004488088,"about_ca_system_score_gemma":0.001258364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074509,"about_ca_topic_score_gemma":0.001683472,"domain_scores_codex":[0.9926484,0.00437945,0.001003709,0.0004476295,0.001157264,0.0003634369],"domain_scores_gemma":[0.9756812,0.01671015,0.0006828477,0.001119855,0.00517562,0.0006302763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005882858,0.04082846,0.1368562,0.007702889,0.0006693206,0.001388018,0.04461744,0.00297768,0.0594641,0.000944912,0.01441895,0.6842493],"study_design_scores_gemma":[0.007462619,0.1224366,0.6768729,0.003383714,0.001572702,0.003772585,0.01983945,0.01466443,0.06237216,0.0009706881,0.0859419,0.0007102809],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655932,0.0002445045,0.01597101,0.0002682261,0.0001130019,0.01405692,0.000878168,0.0003244967,0.002550394],"genre_scores_gemma":[0.7542623,0.0005863968,0.2045631,0.0007147264,0.00006259354,0.03237378,0.002097221,0.0002094136,0.005130482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01692218,"threshold_uncertainty_score":0.08949411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09838111485283825,"score_gpt":0.3025354547030573,"score_spread":0.2041543398502191,"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."}}