{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002858359,0.0002599922,0.0003915345,0.0003369195,0.0004611551,0.0002772257,0.0002282189,0.0001308314,0.00185024],"category_scores_gemma":[0.00006240933,0.0001666314,0.00002784378,0.0005277599,0.0004868465,0.0003441362,0.0004782627,0.001415594,0.00006565841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000550457,"about_ca_system_score_gemma":0.000221064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003425881,"about_ca_topic_score_gemma":0.0000976848,"domain_scores_codex":[0.9950026,0.001648028,0.0005072778,0.000559582,0.001195629,0.001086857],"domain_scores_gemma":[0.9979114,0.001108935,0.00007896845,0.0002775095,0.0001587969,0.0004643992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001135718,0.005207211,0.799923,0.001529287,0.001292771,0.001133335,0.1361555,3.987224e-7,0.0001727858,0.001932095,0.008096831,0.04342101],"study_design_scores_gemma":[0.00167321,0.01257188,0.943929,0.0002071049,0.00001713207,0.00001041836,0.03769133,0.0005402268,0.00001585998,0.0002286404,0.002921239,0.0001939486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9375909,0.00002989559,0.000005125071,0.000653846,0.0001015169,0.05989421,0.0001298012,0.00007793024,0.00151679],"genre_scores_gemma":[0.8769435,0.000008370156,0.00001484529,0.0000245409,0.00007858535,0.1220289,0.00005718715,0.00002500996,0.0008190359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.144006,"threshold_uncertainty_score":0.9990622,"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."}}