{"id":"W4403893694","doi":"10.1002/mus.28282","title":"Longitudinal relationships between free‐living activities, fatigue, and symptom severity in myasthenia gravis using cohort and individualized models","year":2024,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Myasthenia Gravis and Thymoma","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Running Injury Clinic; Hotchkiss Brain Institute; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary","keywords":"Medicine; Cohort; Evening; Cohort study; Actigraphy; Physical therapy; Population; Longitudinal study; Sleep (system call); Physical activity; Activities of daily living; Generalized estimating equation; Internal medicine; Circadian rhythm","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008859214,0.0002509197,0.0004864954,0.000309045,0.0001833769,0.0001617455,0.00008703274,0.000184307,0.00004179183],"category_scores_gemma":[0.0001036174,0.000234723,0.00007339705,0.0003746943,0.0001126474,0.0004255142,0.0001880939,0.0005726482,0.000001491156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001105172,"about_ca_system_score_gemma":0.00009361079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001060489,"about_ca_topic_score_gemma":0.0001998549,"domain_scores_codex":[0.9982423,0.000185175,0.000382632,0.0005166425,0.0003297502,0.0003435597],"domain_scores_gemma":[0.9989778,0.0004023311,0.00006611984,0.0003260376,0.00003093219,0.0001967347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002461813,0.00004522216,0.9863729,0.0002575981,0.0001356945,0.0001110727,0.003513122,0.00002373006,0.0003597847,0.002140578,0.00006521573,0.006950418],"study_design_scores_gemma":[0.000768811,0.00007027796,0.9751458,0.0009752272,0.0002623835,0.000107637,0.0003513083,0.01679767,0.000035539,0.005008155,0.0002250241,0.000252219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953642,0.001607042,0.001367988,0.0002514969,0.00007755202,0.0004304045,0.00009208565,0.0001035592,0.0007056752],"genre_scores_gemma":[0.9973012,0.00005971782,0.002225177,0.00002285395,0.0001423229,0.00002165825,0.00004308295,0.00004745604,0.0001365381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01677394,"threshold_uncertainty_score":0.9571727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08074794450769604,"score_gpt":0.3050805644606733,"score_spread":0.2243326199529772,"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."}}