{"id":"W2162007172","doi":"10.11124/jbisrir-2015-2380","title":"The effectiveness of mindfulness based programs in reducing stress experienced by nurses in adult hospital settings: a systematic review of quantitative evidence protocol","year":2015,"lang":"en","type":"review","venue":"The JBI Database of Systematic Reviews and Implementation Reports","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":183,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindfulness; Protocol (science); Mindfulness-based stress reduction; Medicine; Stress (linguistics); Stress reduction; Psychology; Clinical psychology; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05046896,0.0005978343,0.007415525,0.0002067855,0.0002442579,0.00002117705,0.000570145,0.0001698976,0.00002249796],"category_scores_gemma":[0.01653679,0.0002724313,0.0003628124,0.001012116,0.0002115927,0.0003241145,0.0002248885,0.0005274368,0.000001699122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002665513,"about_ca_system_score_gemma":0.0016337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001368876,"about_ca_topic_score_gemma":0.0001708601,"domain_scores_codex":[0.9530456,0.03133051,0.01324156,0.0006489399,0.001218726,0.0005146308],"domain_scores_gemma":[0.9667558,0.01091349,0.01937256,0.001598577,0.00123811,0.0001214844],"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":[0.00002959921,0.0001400025,0.0001833544,0.9878107,0.00006421344,0.000008293157,0.001919398,6.471175e-8,0.000001569156,0.0001273415,0.0002069052,0.009508519],"study_design_scores_gemma":[0.0003672434,0.0002105945,0.000006852058,0.9818932,0.0007046753,0.00001225945,0.01537325,0.00001067178,0.00002140691,0.00001750894,0.001144739,0.0002375472],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001081188,0.6502762,0.00004435008,0.00003975621,0.0002159427,0.349073,0.0002309223,0.000005665237,0.000006009515],"genre_scores_gemma":[0.0002372482,0.5285976,0.0000952421,0.00002014319,0.00001118404,0.4706975,0.0003023582,0.00002845471,0.00001032126],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1216787,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1517598433431102,"score_gpt":0.5401514206658561,"score_spread":0.3883915773227459,"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."}}