{"id":"W4387226254","doi":"10.2196/42813","title":"Digital Interventions for Stress Among Frontline Health Care Workers: Results From a Pilot Feasibility Cohort Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Public Health Ontario; University of Toronto; Ontario Tech University; St. Michael's Hospital","funders":"Ministère de la Défense Nationale","keywords":"Psychological intervention; Cohort; Medicine; Health care; Nursing; Physical therapy; Psychology; Internal medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003503141,0.0001814908,0.000342253,0.0001140644,0.0002226988,0.0005513374,0.0006971804,0.00006431104,0.000003800343],"category_scores_gemma":[0.0003173804,0.000168596,0.0002429966,0.0005280144,0.00007312915,0.0005981915,0.0002684902,0.0001277449,0.00003939762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001865513,"about_ca_system_score_gemma":0.0002070766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009644772,"about_ca_topic_score_gemma":0.002035293,"domain_scores_codex":[0.9979579,0.0000684655,0.0006204446,0.0006663345,0.0002669718,0.0004198412],"domain_scores_gemma":[0.9980901,0.0002485302,0.0002615732,0.001029224,0.0001259184,0.0002446815],"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":[0.01417729,0.00271418,0.02848562,0.0004756307,0.0004034713,0.00001308113,0.01827517,0.0004877422,0.00003157301,0.001522526,0.1335428,0.799871],"study_design_scores_gemma":[0.04310486,0.005973594,0.9131994,0.000816045,0.0000353862,0.000001661116,0.004221227,0.009971068,0.00009174052,0.003625992,0.01812785,0.0008312103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9298663,0.0002558234,0.05373336,0.003285286,0.0006690118,0.00543612,0.004971309,0.0009144301,0.0008683989],"genre_scores_gemma":[0.9950287,0.00002186633,0.001833036,0.00007825559,0.0002207927,0.0007561826,0.001292716,0.00001815994,0.0007503402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8847138,"threshold_uncertainty_score":0.6875147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07092382471050983,"score_gpt":0.3735586120570352,"score_spread":0.3026347873465253,"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."}}