{"id":"W4376225550","doi":"10.1136/bmjopen-2022-068104","title":"Patient-reported impact of myasthenia gravis in the real world: findings from a digital observational survey-based study (MyRealWorld MG)","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Myasthenia Gravis and Thymoma","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Argenx","keywords":"Medicine; Observational study; Anxiety; Depression (economics); Myasthenia gravis; Hospital Anxiety and Depression Scale; Population; Family medicine; Pediatrics; Psychiatry; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001765414,0.0002257083,0.0005811874,0.0003187707,0.00007228113,0.0001593245,0.0004542553,0.00004921384,0.0002454723],"category_scores_gemma":[0.0004595849,0.0001447004,0.0001760631,0.001894664,0.00004618146,0.0001931801,0.0002199677,0.0001986314,0.00005336414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008459009,"about_ca_system_score_gemma":0.000502633,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02347594,"about_ca_topic_score_gemma":0.006954393,"domain_scores_codex":[0.9974129,0.0002704315,0.0008352685,0.0003834315,0.0007837003,0.0003142983],"domain_scores_gemma":[0.9980246,0.0006451654,0.0003003884,0.0007637183,0.00016095,0.0001051919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001685759,0.0007832356,0.9915759,0.00001091869,0.000168662,0.0002701077,0.001655753,0.00002557454,0.0001076229,0.00003787182,0.002676008,0.00100258],"study_design_scores_gemma":[0.003583712,0.0008093439,0.993751,0.0001555093,0.0000477428,0.000004253907,0.0006926642,0.000332871,0.00001668951,0.0003129045,0.0001318836,0.0001614278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913103,0.000002610545,0.000001996963,0.0004334157,0.00006130074,0.00618723,0.0005283645,0.00003413088,0.00144064],"genre_scores_gemma":[0.9965419,4.587577e-7,0.00006186557,0.0001535545,0.00004389598,0.0004706508,0.002122958,0.00003355565,0.0005711304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01652154,"threshold_uncertainty_score":0.9830268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.189674015639045,"score_gpt":0.441358456975351,"score_spread":0.251684441336306,"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."}}