{"id":"W4306685355","doi":"10.1007/s42761-022-00147-0","title":"Feasibility of Passive ECG Bio-sensing and EMA Emotion Reporting Technologies and Acceptability of Just-in-Time Content in a Well-being Intervention, Considerations for Scalability and Improved Uptake","year":2022,"lang":"en","type":"article","venue":"Affective Science","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Bibliothèque et Archives nationales du Québec","funders":"Bunning Food Allergy Institute, Ann and Robert H. Lurie Children's Hospital of Chicago","keywords":"mHealth; Intervention (counseling); Psychological intervention; Randomized controlled trial; Protocol (science); Medicine; Affect (linguistics); Wearable computer; Baseline (sea); Scale (ratio); Clinical psychology; Psychology; Nursing; Computer science; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03877541,0.0007184778,0.0008920926,0.0006883,0.0008589014,0.0039571,0.001806481,0.001884112,0.01488937],"category_scores_gemma":[0.1005144,0.0003996809,0.001039649,0.0006039804,0.001289991,0.004729256,0.001456392,0.001569235,0.001779353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009622419,"about_ca_system_score_gemma":0.001800563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001848488,"about_ca_topic_score_gemma":0.002099141,"domain_scores_codex":[0.9819147,0.01154692,0.001112748,0.001221469,0.003571186,0.0006330138],"domain_scores_gemma":[0.9174497,0.0646338,0.003139159,0.003484369,0.01016895,0.001123915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01014116,0.008151401,0.1119243,0.007760509,0.0004955685,0.0003299743,0.007520889,0.001831013,0.02372436,0.007791399,0.009862593,0.8104668],"study_design_scores_gemma":[0.003131938,0.07673071,0.7057542,0.0093179,0.001982322,0.002407013,0.02079111,0.02046941,0.04741441,0.02756504,0.08379662,0.0006393544],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7578008,0.004842552,0.1407236,0.02131063,0.001884533,0.01386443,0.003067865,0.001097407,0.05540823],"genre_scores_gemma":[0.8917743,0.00169339,0.08340438,0.001942679,0.000424155,0.01635413,0.0005200966,0.0001451594,0.00374169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03877541,"threshold_uncertainty_score":0.2050664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06754954358038144,"score_gpt":0.3893448555517499,"score_spread":0.3217953119713684,"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."}}