{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001725504,0.0001974736,0.0004558857,0.0001646135,0.0002943162,0.00001984673,0.0001281656,0.0001124087,0.0001184349],"category_scores_gemma":[0.00002141099,0.0001840717,0.00003161715,0.0001430235,0.00005794323,0.0001107713,0.00008776757,0.0002632713,0.0000134306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003713169,"about_ca_system_score_gemma":0.001028738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001873788,"about_ca_topic_score_gemma":0.00001021778,"domain_scores_codex":[0.996945,0.0004785092,0.0007853403,0.0005675404,0.0003684064,0.0008552279],"domain_scores_gemma":[0.9976795,0.0002305927,0.0003775813,0.0002805147,0.00005997883,0.001371786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006584261,0.001043343,0.7196046,0.008631833,0.00003502113,0.000002261105,0.002790244,0.000003933972,0.000009683915,0.0007338528,0.001382298,0.2651046],"study_design_scores_gemma":[0.001980402,0.003025941,0.9622055,0.0001306126,0.000009934385,0.000002263666,0.001913327,0.00008290642,0.00002644176,0.0001330054,0.03033959,0.0001500725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989695,0.004268469,0.0001363376,0.0006879524,0.0006886916,0.004238598,0.0001119606,0.00003954645,0.0001334556],"genre_scores_gemma":[0.9920831,0.001425925,0.003323332,0.0008768213,0.0001643035,0.001432585,0.0001719149,0.00002663623,0.0004953331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2649545,"threshold_uncertainty_score":0.7506227,"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."}}