{"id":"W3208392046","doi":"10.12688/f1000research.73729.1","title":"The benefits of mindfulness in mental healthcare professionals","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Mindfulness; Thematic analysis; Mental health; Burnout; Clinical psychology; Emotional exhaustion; Medicine; Test (biology); Repeated measures design; Exploratory research; Anxiety; Intervention (counseling); Psychology; Qualitative research; Nursing; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001580016,0.0002179461,0.0004355118,0.0003024453,0.0002742013,0.00008713776,0.001174046,0.0003899702,0.01553474],"category_scores_gemma":[0.0001122135,0.0001585834,0.0002845998,0.0004189771,0.0001923129,0.00003274496,0.00200428,0.001643774,0.00008917881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158795,"about_ca_system_score_gemma":0.0004893536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001947661,"about_ca_topic_score_gemma":0.001897434,"domain_scores_codex":[0.9957099,0.001393121,0.0008201819,0.0005941866,0.000883812,0.0005987988],"domain_scores_gemma":[0.9975504,0.0005180287,0.00023905,0.001126799,0.0004261372,0.0001395939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005413534,0.002516088,0.008587578,0.000942138,0.0003312236,0.0000888845,0.004349611,0.0000840084,0.00001556454,0.6163586,0.1471004,0.2190845],"study_design_scores_gemma":[0.005347916,0.0008158741,0.5948315,0.0187392,0.00008038474,0.00009472774,0.1436333,0.0008893287,0.04381879,0.1395565,0.05012182,0.002070726],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608543,0.008724106,0.0006499547,0.01473472,0.005536485,0.001758131,0.0006011004,0.00003271016,0.007108513],"genre_scores_gemma":[0.974244,0.00000942057,0.00001062279,0.00004572015,0.0001345874,0.009892544,0.0001579468,0.00003687616,0.01546831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5862439,"threshold_uncertainty_score":0.9853652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101297279710874,"score_gpt":0.4576893491828901,"score_spread":0.3563920694720161,"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."}}