{"id":"W4415435623","doi":"10.2196/67117","title":"Understanding Longitudinal Ecological Momentary Assessment Completion: Results From 12 Months of Burst Sampling in the TIME Study","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mental Health Research Topics","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences; National Heart, Lung, and Blood Institute","keywords":"Experience sampling method; Sampling (signal processing); Longitudinal study; Sampling design; Adaptive sampling; Longitudinal data; Research design","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":[0.04059112,0.0004754199,0.0007018519,0.001141233,0.001122397,0.002144915,0.001209964,0.0007511431,0.001077812],"category_scores_gemma":[0.09195045,0.0005621331,0.001137837,0.0016123,0.0005941287,0.002091814,0.002905715,0.001286478,0.0003609023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009328955,"about_ca_system_score_gemma":0.001626108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01056372,"about_ca_topic_score_gemma":0.0147996,"domain_scores_codex":[0.9871136,0.008111268,0.001206646,0.001216103,0.001748184,0.0006042917],"domain_scores_gemma":[0.9328155,0.032698,0.01719988,0.005971111,0.009272816,0.00204279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003179344,0.0001833372,0.9745291,0.0001357017,0.0002280104,0.00002794174,0.006374982,0.0002493288,0.0002391355,0.0001214474,0.0007706559,0.01682241],"study_design_scores_gemma":[0.00001409202,0.0003889807,0.9941578,0.00008926064,0.00008474619,0.00004234193,0.002799589,0.0008306874,0.0001225906,0.0001776544,0.001276809,0.0000153755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894068,0.0005193274,0.007239841,0.0002969113,0.00004283087,0.0003347598,0.001030866,0.00003388162,0.001094725],"genre_scores_gemma":[0.9917604,0.0002745131,0.004767648,0.0001291816,0.00004122429,0.001050409,0.001673707,0.00003241566,0.0002705088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04059112,"threshold_uncertainty_score":0.2146689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4237517584708385,"score_gpt":0.5331668903410641,"score_spread":0.1094151318702257,"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."}}