{"id":"W4294755238","doi":"10.2196/34230","title":"Examining the Effectiveness of Web-Based Interventions to Enhance Resilience in Health Care Professionals: Systematic Review","year":2022,"lang":"en","type":"review","venue":"JMIR Medical Education","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research Applied Research Collaboration Oxford and Thames Valley; Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Psychological intervention; CINAHL; PsycINFO; Critical appraisal; Health care; Systematic review; Mental health; Burnout; Medicine; Nursing; Randomized controlled trial; MEDLINE; Psychology; Psychiatry; Clinical psychology; Alternative medicine","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":[0.01439211,0.001747579,0.01189292,0.009416085,0.0008877601,0.003049769,0.002161157,0.002170494,0.00592888],"category_scores_gemma":[0.06361042,0.001230821,0.01094406,0.008359394,0.001031909,0.002932647,0.001861483,0.001561507,0.0003179874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004876933,"about_ca_system_score_gemma":0.0144808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00760678,"about_ca_topic_score_gemma":0.02019052,"domain_scores_codex":[0.988574,0.004957078,0.003696614,0.0006884358,0.001789321,0.0002945212],"domain_scores_gemma":[0.9547514,0.03402531,0.006847418,0.0006408625,0.003230801,0.0005042351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004575068,0.00004718957,0.0003495018,0.9529685,0.01577543,0.00004404748,0.0001783601,0.00008870003,0.00008949466,0.0001003788,0.0004569611,0.0294439],"study_design_scores_gemma":[0.001074616,0.0005735613,0.002693439,0.8631968,0.1254973,0.0001272619,0.0003228049,0.0001272286,0.0002202367,0.0002216928,0.005908701,0.00003638267],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003006519,0.9935496,0.0003265901,0.0003004509,0.0001717228,0.001846005,0.0003883443,0.00002555569,0.0003852747],"genre_scores_gemma":[0.04365376,0.9493375,0.001922228,0.0007331466,0.0001225024,0.003762938,0.0002744487,0.00001207217,0.0001814369],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01439211,"threshold_uncertainty_score":0.07611364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09985574583930318,"score_gpt":0.5708554518334966,"score_spread":0.4709997059941934,"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."}}