{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004069109,0.0001030216,0.0003108721,0.0002667509,0.0002292529,0.00003184381,0.00008331124,0.00004365363,0.00002736524],"category_scores_gemma":[0.005982536,0.0001055311,0.00005876583,0.0004684391,0.001390225,0.0002592611,0.000353087,0.0001504571,1.238958e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002729981,"about_ca_system_score_gemma":0.00005297601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008982632,"about_ca_topic_score_gemma":0.0008483288,"domain_scores_codex":[0.9977813,0.0002207571,0.00100553,0.0006154253,0.000144211,0.0002327424],"domain_scores_gemma":[0.9981121,0.0006305177,0.0007630595,0.0002551264,0.0001990678,0.00004015816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001910225,0.0008730862,0.8387288,0.0003712172,0.00001407701,0.000003239769,0.003096978,0.000004127275,0.01542048,0.002258224,0.0000028232,0.1390359],"study_design_scores_gemma":[0.0008954569,0.0007259659,0.9478939,0.00008131331,0.0000096035,0.00003180481,0.01484042,0.001464717,0.00772303,0.02625486,5.525272e-7,0.00007841911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997028,0.00007651389,0.0004040695,0.0003751189,0.0001579576,0.001696838,0.00003859299,0.00002700364,0.0001959098],"genre_scores_gemma":[0.9985671,6.583078e-7,0.001303398,0.00001129253,0.000001702052,0.00009744273,0.000001552547,0.000004603895,0.00001227129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1389575,"threshold_uncertainty_score":0.7162086,"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."}}