{"id":"W2995987287","doi":"10.2196/15628","title":"Mobile Health Daily Life Monitoring for Parkinson Disease: Development and Validation of Ecological Momentary Assessments","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mental Health Research Topics","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiteit Maastricht","keywords":"Parkinson's disease; Ecology; mHealth; Gerontology; Disease; Psychology; Medicine; Psychological intervention; Biology; Psychiatry","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":[0.01439363,0.0005645622,0.0004959038,0.0009995707,0.0003317556,0.0009778449,0.000583759,0.0005075195,0.0006255679],"category_scores_gemma":[0.01967231,0.0002424928,0.0008735848,0.0006189544,0.0003436394,0.0007199507,0.001461319,0.0005969594,0.0002742794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004026132,"about_ca_system_score_gemma":0.0009119022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001035567,"about_ca_topic_score_gemma":0.002477278,"domain_scores_codex":[0.9939889,0.003175887,0.0006944108,0.0005273572,0.001430554,0.0001829247],"domain_scores_gemma":[0.9896728,0.003388759,0.001774147,0.0008979438,0.003804841,0.0004615689],"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":[0.0006759334,0.001260614,0.8145819,0.0005782585,0.000402936,0.00006508797,0.001469402,0.001492802,0.002397464,0.0005113946,0.001543636,0.1750206],"study_design_scores_gemma":[0.0001054583,0.00223695,0.9863833,0.0002410761,0.0001379298,0.0002068156,0.0004036845,0.005083378,0.001000223,0.0003835343,0.00378633,0.0000314509],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566283,0.001304296,0.02932516,0.0003067818,0.0001254457,0.00546508,0.001723044,0.0002220052,0.004899786],"genre_scores_gemma":[0.9302063,0.0005878349,0.0627355,0.0001979686,0.00005286484,0.004066656,0.001554289,0.00003061182,0.0005678587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01439363,"threshold_uncertainty_score":0.07612169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.148401781884511,"score_gpt":0.5051116545067804,"score_spread":0.3567098726222694,"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."}}