{"id":"W2985289457","doi":"10.2196/15974","title":"Effect of Brief Biofeedback via a Smartphone App on Stress Recovery: Randomized Experimental Study","year":2019,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Heart Rate Variability and Autonomic Control","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stressor; Context (archaeology); Stress (linguistics); Biofeedback; Mobile phone; Arousal; Stress reduction; mHealth; Applied psychology; Phone; Psychology; Computer science; Internet privacy; Medicine; Multimedia; Clinical psychology; Physical therapy; Social psychology; Psychiatry","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":[0.003118926,0.00215217,0.00460538,0.0009908099,0.001518429,0.001260356,0.00157052,0.002869911,0.01176355],"category_scores_gemma":[0.003890753,0.001353377,0.002102241,0.0007032654,0.002054923,0.001515756,0.001186272,0.003395997,0.001500877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102069,"about_ca_system_score_gemma":0.00299177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002189608,"about_ca_topic_score_gemma":0.003119777,"domain_scores_codex":[0.9973072,0.0009730581,0.000322589,0.0005767428,0.000332723,0.0004877183],"domain_scores_gemma":[0.9966329,0.001085213,0.0006705486,0.0003710023,0.0003823742,0.0008580612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6689024,0.3148989,0.0005497674,0.0007641363,0.0004236193,0.00003399761,0.0001625647,0.0001805903,0.00293301,0.00008485751,0.0003358492,0.01073031],"study_design_scores_gemma":[0.3889836,0.6056074,0.00335141,0.0000518547,0.0003857031,0.000007973683,0.00008858211,0.0002946071,0.0006462297,0.0001038815,0.0004512032,0.00002762137],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507893,0.0005201145,0.0008383434,0.0001804375,0.0005461212,0.04505952,0.0006269257,0.0001094315,0.001329685],"genre_scores_gemma":[0.8366122,0.001306943,0.00761769,0.0007480923,0.00087905,0.1468688,0.0005617253,0.00003255402,0.005373041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01176355,"threshold_uncertainty_score":0.03935295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004328047980289836,"score_gpt":0.2695663984456655,"score_spread":0.2652383504653756,"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."}}