{"id":"W4410080523","doi":"10.2196/65879","title":"Characterizing Patient-Reported Fatigue Using Electronic Diaries in Neurodegenerative and Immune-Mediated Inflammatory Diseases: Observational Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Fibromyalgia and Chronic Fatigue Syndrome Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; European Federation of Pharmaceutical Industries and Associations","keywords":"Observational study; Medicine; Recall; Chronic fatigue syndrome; Physical therapy; Chronic fatigue; Likert scale; Internal medicine; Psychology","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":[0.003784481,0.0004934057,0.0007573211,0.0008734309,0.0006667557,0.0007661624,0.0005623129,0.0007820134,0.0009289635],"category_scores_gemma":[0.006404509,0.000386045,0.001014076,0.001362114,0.000403017,0.00079473,0.0009891763,0.0008987717,0.0003432879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005428644,"about_ca_system_score_gemma":0.0005289632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003169182,"about_ca_topic_score_gemma":0.004468641,"domain_scores_codex":[0.9975672,0.001115817,0.0003538096,0.0004240911,0.0003485815,0.0001905786],"domain_scores_gemma":[0.9947684,0.001094613,0.00259763,0.0004969737,0.0006495487,0.0003929214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000684739,0.0003861151,0.9961119,0.00007838803,0.0002111006,0.00004054156,0.0002210636,0.00004237874,0.0001338882,0.00001285559,0.0001575518,0.001919408],"study_design_scores_gemma":[0.0001497804,0.001155747,0.9974038,0.00003532798,0.000118152,0.0001543928,0.0003121641,0.0002477392,0.00005809953,0.00002056653,0.0003331439,0.00001106685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982173,0.0003265931,0.0002570043,0.00001788166,0.000006228673,0.0001438425,0.0007366237,0.000003161445,0.0002913835],"genre_scores_gemma":[0.9975581,0.0001787816,0.0004420258,0.00006553297,0.00001648431,0.0002476717,0.001398787,0.000002161197,0.00009034947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003784481,"threshold_uncertainty_score":0.02001446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0861880050574747,"score_gpt":0.4013890595748437,"score_spread":0.315201054517369,"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."}}