{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006771874,0.001892015,0.0024078,0.0006376773,0.001720114,0.001546294,0.001218819,0.003073752,0.006858998],"category_scores_gemma":[0.007299999,0.0007548307,0.002523652,0.0005880313,0.001365073,0.001542549,0.001113092,0.002352219,0.001103513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001465592,"about_ca_system_score_gemma":0.004092837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0053534,"about_ca_topic_score_gemma":0.007369637,"domain_scores_codex":[0.9972835,0.00143127,0.0002528148,0.0002921338,0.0002134602,0.0005267494],"domain_scores_gemma":[0.9951518,0.001739528,0.0007205771,0.0004553706,0.0007227206,0.001210087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4946181,0.391416,0.01700595,0.005287904,0.003581132,0.0004939513,0.002716543,0.0003629567,0.003251449,0.0002647892,0.003684375,0.07731693],"study_design_scores_gemma":[0.4306782,0.5269503,0.03578991,0.0007632162,0.001512569,0.00006273122,0.001436363,0.0002689865,0.0004221433,0.000288867,0.001762793,0.00006389782],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486868,0.002125561,0.0008671582,0.0009733468,0.0004922738,0.04411735,0.001350765,0.00008090623,0.001305823],"genre_scores_gemma":[0.901453,0.002915108,0.004220192,0.001788715,0.0006521514,0.08601232,0.001009575,0.00002084951,0.001928122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006858998,"threshold_uncertainty_score":0.03581351,"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."}}