{"id":"W4391941584","doi":"10.2196/49512","title":"Momentary Factors and Study Characteristics Associated With Participant Burden and Protocol Adherence: Ecological Momentary Assessment","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mental Health Research Topics","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Center for Complementary and Integrative Health; National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Ecology; Protocol (science); Psychology; Environmental resource management; Environmental science; Medicine; Biology","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":[0.0479426,0.0002489267,0.0003336854,0.001493674,0.0009585092,0.001261158,0.0004559076,0.0004365566,0.001144969],"category_scores_gemma":[0.07946622,0.0003300807,0.0007797501,0.001463825,0.0007656643,0.0008540404,0.001481017,0.0006289225,0.0001560797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006326655,"about_ca_system_score_gemma":0.002191607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001363729,"about_ca_topic_score_gemma":0.003832258,"domain_scores_codex":[0.9713863,0.0214755,0.003029189,0.000863967,0.002750241,0.0004949429],"domain_scores_gemma":[0.9134849,0.04043397,0.03005474,0.006729399,0.007198602,0.002098393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001751357,0.0002246264,0.9784868,0.0001641517,0.0001240076,0.00002445151,0.002697643,0.0001666889,0.0002786577,0.0001202381,0.0003281606,0.01720937],"study_design_scores_gemma":[0.00002382689,0.0004274688,0.9958552,0.0001125013,0.00006422761,0.00008870808,0.00124188,0.0007705486,0.0002103652,0.0001927081,0.0009963745,0.00001616268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818119,0.0005959889,0.01299349,0.0003893217,0.00002685752,0.001477592,0.0005597151,0.00004293949,0.002102153],"genre_scores_gemma":[0.9845381,0.0001677618,0.01267168,0.0001013023,0.00002621488,0.002020047,0.0002943742,0.00001047401,0.0001702171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0479426,"threshold_uncertainty_score":0.2535478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2688892260346287,"score_gpt":0.5704287987006615,"score_spread":0.3015395726660328,"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."}}