{"id":"W7117517214","doi":"10.1007/s12325-025-03471-6","title":"The Balancing Act of Paid Work and Caregiving in Duchenne Muscular Dystrophy (DMD): Results from a Cross-sectional Survey","year":2025,"lang":"en","type":"article","venue":"Advances in Therapy","topic":"Muscle Physiology and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Broadcom (Canada)","funders":"Sarepta Therapeutics; Parent Project Muscular Dystrophy","keywords":"Duchenne muscular dystrophy; Work (physics); Paid work; Muscular dystrophy; Rheumatology; Work hours; MEDLINE","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":[0.0003701953,0.00008804891,0.0001143896,0.00002889277,0.00006313607,0.0000113633,0.0001322507,0.00008763803,0.000001717876],"category_scores_gemma":[0.0002204069,0.00006842516,0.00003354653,0.0001419106,0.000152724,0.000007932581,0.00004079118,0.00009240834,1.203864e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008689712,"about_ca_system_score_gemma":0.0000339228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002545078,"about_ca_topic_score_gemma":0.001247878,"domain_scores_codex":[0.9991921,0.0001475928,0.0002119369,0.000260913,0.00004715685,0.0001402881],"domain_scores_gemma":[0.9994397,0.0002347575,0.00006757081,0.0002110629,0.00003433365,0.00001259586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002076277,0.00003174047,0.9548903,0.00000512138,0.00002781765,5.993285e-7,0.00006585418,0.001050326,0.03181254,0.0000559664,0.000008951974,0.009974582],"study_design_scores_gemma":[0.0013469,0.00006398514,0.9892327,0.00001742763,6.156902e-7,1.108731e-7,0.00003808823,0.00001367173,0.005047565,0.001093749,0.00307585,0.00006938697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819307,0.01749701,0.0001128703,0.00003530025,0.0001642188,0.00009111688,0.00002413749,0.000002764151,0.0001419125],"genre_scores_gemma":[0.9933307,0.006397304,0.00006425106,0.00006785542,0.00002842027,0.00001440078,0.00006650088,0.000004961207,0.00002562063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03434242,"threshold_uncertainty_score":0.2790297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007792480871328333,"score_gpt":0.2859466727719648,"score_spread":0.2781541919006365,"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."}}