{"id":"W4405003478","doi":"10.1080/10447318.2024.2434172","title":"Exploring Trends, Pitfalls, and Future Directions in Digital Behaviour Change Interventions for Managing Student Stress","year":2024,"lang":"en","type":"article","venue":"International Journal of Human-Computer Interaction","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Psychological intervention; Stress (linguistics); Psychology; Engineering ethics; Engineering","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":[0.0002541284,0.0001912712,0.0002384548,0.001682494,0.00007688754,0.0006702339,0.0003144003,0.00005434158,0.0001677086],"category_scores_gemma":[0.000006499512,0.0001910375,0.0004293602,0.0001857642,0.000032203,0.002886396,0.0001144761,0.0004012783,0.00002018681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004111902,"about_ca_system_score_gemma":0.00001064731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007967775,"about_ca_topic_score_gemma":0.0001690244,"domain_scores_codex":[0.998148,0.00004122074,0.0009763259,0.0003035234,0.0003059712,0.0002249309],"domain_scores_gemma":[0.9991541,0.0001163376,0.0003052114,0.0001125274,0.0002134697,0.00009836379],"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":[0.0001484523,0.001624189,0.004401072,0.0001643086,0.0006300085,0.0003132754,0.006906938,0.00001344946,0.00001220379,0.02233381,0.001160469,0.9622918],"study_design_scores_gemma":[0.005464662,0.005630203,0.817389,0.02081185,0.0004023832,0.003978455,0.01624175,0.001476528,0.0002156579,0.007738519,0.1194112,0.001239831],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9314762,0.003170643,0.004174281,0.004687198,0.05392416,0.0003982877,0.0002575972,0.0001127156,0.001798852],"genre_scores_gemma":[0.9944441,0.0001417125,0.0002743205,0.00006229095,0.004190284,0.0001802381,0.0000768941,0.00003673137,0.0005934229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.961052,"threshold_uncertainty_score":0.7790284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1871509981376364,"score_gpt":0.4704657519642378,"score_spread":0.2833147538266013,"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."}}