{"id":"W2320401797","doi":"10.1109/access.2016.2548980","title":"Ubiquitous Biofeedback Serious Game for Stress Management","year":2016,"lang":"en","type":"article","venue":"IEEE Access","topic":"Mental Health Research Topics","field":"Psychology","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Institute of Standards and Technology; U.S. Department of Commerce","keywords":"Biofeedback; Computer science; Entertainment; Dimension (graph theory); Control (management); Human–computer interaction; Stress management; Multimedia; Process (computing); Stress (linguistics); Psychology; Artificial intelligence; Psychotherapist","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":[0.000330188,0.0007129894,0.0002224562,0.0003544156,0.0002001953,0.0005440289,0.0005695042,0.0004903715,0.005304483],"category_scores_gemma":[0.001046472,0.00009775231,0.0003163395,0.0001204732,0.0001922202,0.0004754506,0.000920201,0.0003356783,0.0006902036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001731828,"about_ca_system_score_gemma":0.0002890867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007127958,"about_ca_topic_score_gemma":0.001618121,"domain_scores_codex":[0.9998193,0.00006215784,0.00001137032,0.00002942085,0.00004716987,0.00003057831],"domain_scores_gemma":[0.9996998,0.000111247,0.00002250499,0.00002245954,0.00004741068,0.00009649197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002996561,0.002532411,0.0113773,0.001502888,0.0001954543,0.0009603623,0.001662193,0.002222509,0.2557308,0.006935596,0.01301714,0.7008668],"study_design_scores_gemma":[0.002020747,0.02790721,0.2633734,0.002355992,0.001289427,0.01397918,0.004390738,0.1765932,0.1789587,0.04673501,0.2818053,0.0005909982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4998977,0.004284831,0.4501313,0.001440697,0.0005872719,0.00210165,0.000714531,0.004208787,0.03663328],"genre_scores_gemma":[0.8654209,0.001223422,0.121105,0.0007411685,0.0001153733,0.000847011,0.0004077016,0.00008505051,0.01005437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005304483,"threshold_uncertainty_score":0.01774526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140619549860886,"score_gpt":0.4815752172889781,"score_spread":0.3675132623028895,"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."}}