{"id":"W3012447798","doi":"10.26355/eurrev_202001_20065","title":"Work-related stress risk and preventive measures of mental disorders in the medical environment: an umbrella review.","year":2020,"lang":"en","type":"review","venue":"PubMed","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stress (linguistics); Clinical psychology; Psychology; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00929277,0.001613882,0.005428099,0.01213496,0.0008740904,0.003085691,0.001207759,0.002275442,0.002852129],"category_scores_gemma":[0.0320964,0.000872203,0.004419291,0.01022877,0.0008909443,0.002614408,0.001472656,0.001205037,0.0003770305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002699214,"about_ca_system_score_gemma":0.01101068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00365203,"about_ca_topic_score_gemma":0.009691762,"domain_scores_codex":[0.9931424,0.002510566,0.00245223,0.0005154307,0.001203677,0.0001756158],"domain_scores_gemma":[0.9796034,0.01370517,0.004456501,0.0003513178,0.001666998,0.0002166342],"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":[0.0001608893,0.00005213963,0.001070794,0.8948666,0.00418374,0.00009485173,0.0003307293,0.0001173897,0.0003249758,0.0006963174,0.004330534,0.09377114],"study_design_scores_gemma":[0.000134167,0.0002632972,0.006144694,0.9255164,0.02209649,0.0004667455,0.0004280705,0.0001026091,0.0002110252,0.0005201476,0.04407788,0.00003846212],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002401121,0.9990851,0.00005081793,0.0002198388,0.0001588475,0.0000815896,0.00005414005,0.000001971935,0.000107691],"genre_scores_gemma":[0.004679376,0.9936964,0.0005059653,0.0003706366,0.0002074375,0.0003613181,0.00008326121,0.000001933361,0.00009372744],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01213496,"threshold_uncertainty_score":0.04914546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016316958869576,"score_gpt":0.4169508048779854,"score_spread":0.3153191089910278,"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."}}