{"id":"W2622215049","doi":"10.2196/games.7216","title":"Gamification in Stress Management Apps: A Critical App Review","year":2017,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stress management; Inter-rater reliability; Exploit; Stress (linguistics); Behavior change; App store; Computer science; Psychology; Applied psychology; Social psychology; World Wide Web; Clinical psychology; Developmental psychology","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":[0.01103808,0.00126891,0.002364378,0.008784031,0.0009553768,0.003835662,0.002395226,0.002852466,0.003045583],"category_scores_gemma":[0.03988236,0.0008324605,0.002339614,0.004520468,0.001610902,0.004145314,0.002424501,0.004071307,0.0008560128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002299344,"about_ca_system_score_gemma":0.005486531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003010618,"about_ca_topic_score_gemma":0.006035891,"domain_scores_codex":[0.9938744,0.002628425,0.001359644,0.0003592721,0.001587784,0.0001904456],"domain_scores_gemma":[0.9377272,0.05226265,0.002630312,0.0005992471,0.006336712,0.0004438867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002015158,0.0001168109,0.0004198376,0.1532855,0.0004080506,0.0001862114,0.001017556,0.0001882654,0.0003116441,0.002754358,0.01344385,0.8276663],"study_design_scores_gemma":[0.00007756186,0.0004970973,0.002971137,0.6637371,0.002566076,0.00125257,0.001023998,0.0004825614,0.0006147412,0.003602884,0.323072,0.0001022006],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003727718,0.99698,0.0003911853,0.001014037,0.0004037788,0.0001442063,0.00001900968,0.00001587762,0.0006591406],"genre_scores_gemma":[0.003879109,0.9921864,0.001787681,0.001105867,0.0003743932,0.0003481943,0.00003497767,0.00001266264,0.0002706493],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01103808,"threshold_uncertainty_score":0.05837566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03872379800963677,"score_gpt":0.4532006254441027,"score_spread":0.414476827434466,"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."}}