{"id":"W3089623732","doi":"10.2196/18160","title":"Symbol Digit Modalities Test Variant in a Smartphone App for Persons With Multiple Sclerosis: Validation Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; National Marine Sanctuary Foundation","keywords":"Modalities; Multiple sclerosis; Numerical digit; Test (biology); Computer science; Medicine; Smartphone application; Psychology; Audiology; Multimedia; Arithmetic; Mathematics; Psychiatry; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002575405,0.0007938936,0.000435637,0.000704166,0.0005885653,0.0005086966,0.0004665595,0.0007123934,0.0007219057],"category_scores_gemma":[0.007710445,0.0002615666,0.0006848694,0.000353226,0.0004091762,0.0005948824,0.0007416388,0.000591188,0.0005865484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003624672,"about_ca_system_score_gemma":0.0004974932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002619544,"about_ca_topic_score_gemma":0.003358485,"domain_scores_codex":[0.9988186,0.0003665521,0.0001467164,0.0002435658,0.0003262549,0.00009828156],"domain_scores_gemma":[0.996376,0.0007409218,0.0007591766,0.0003955789,0.001378338,0.0003499673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001179235,0.002428496,0.9733704,0.0001264917,0.0001827317,0.0004185489,0.001816684,0.0001835745,0.002550148,0.00004510183,0.0004738074,0.01722495],"study_design_scores_gemma":[0.0001886317,0.008666356,0.9845716,0.00004149138,0.0001768767,0.001267865,0.0007790967,0.001391614,0.001579957,0.00004159272,0.001271649,0.00002329778],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992071,0.00003092227,0.000179488,0.00001526374,0.000005592215,0.0001834363,0.0001631233,0.000007455515,0.0002077176],"genre_scores_gemma":[0.9977831,0.00006208938,0.0008285056,0.00006751034,0.00001242126,0.0002651112,0.0007093072,0.000005875524,0.0002661237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002619544,"threshold_uncertainty_score":0.01362014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1652810826072788,"score_gpt":0.3768443809626636,"score_spread":0.2115632983553848,"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."}}