{"id":"W3215215456","doi":"10.2196/32240","title":"Digital Interventions to Reduce Distress Among Health Care Providers at the Frontline: Protocol for a Feasibility Trial","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; St. Michael's Hospital; Ontario Tech University; Toronto Metropolitan University","funders":"","keywords":"Psychological intervention; Psychology; Distress; Health care; Anxiety; Applied psychology; Burnout; Protocol (science); Nursing; Social psychology; Medicine; Clinical psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.03299221,0.005093205,0.007381723,0.002878339,0.005852374,0.004094886,0.004078047,0.008824795,0.1025186],"category_scores_gemma":[0.03186706,0.003559453,0.004697478,0.002791228,0.003617197,0.003543756,0.00321668,0.009624389,0.01720059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005636187,"about_ca_system_score_gemma":0.02399413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004429417,"about_ca_topic_score_gemma":0.007266976,"domain_scores_codex":[0.9853141,0.007410311,0.001831368,0.001217104,0.002021564,0.002205409],"domain_scores_gemma":[0.9825115,0.004944492,0.002486451,0.00261981,0.0049865,0.00245131],"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":[0.608031,0.1436678,0.002172526,0.03860064,0.001557856,0.001086456,0.002492398,0.00472176,0.005477938,0.007576758,0.04679927,0.1378155],"study_design_scores_gemma":[0.8173218,0.08334143,0.005611049,0.007581207,0.000629629,0.0001206124,0.001106042,0.002018821,0.001888657,0.004929898,0.07518891,0.00026204],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006796035,0.00004473405,0.0003806489,0.00006139289,0.00008812997,0.9981619,0.0002908629,0.0000217949,0.0002709923],"genre_scores_gemma":[0.0004688604,0.00003632775,0.0006708024,0.00004944982,0.0000154103,0.9985959,0.00003823227,0.000001484191,0.0001235181],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1025186,"threshold_uncertainty_score":0.3429589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.533938824697496,"score_gpt":0.6906587212265778,"score_spread":0.1567198965290818,"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."}}