{"id":"W4226225354","doi":"10.12688/f1000research.73729.2","title":"The benefits of mindfulness in mental healthcare professionals","year":2022,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Mindfulness and Compassion Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Mindfulness; Thematic analysis; Emotional exhaustion; Mental health; Clinical psychology; Burnout; Anxiety; Psychology; Medicine; Qualitative research; 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":[0.002202318,0.0002124155,0.0003892109,0.000415747,0.0004926587,0.00004562486,0.001647259,0.0002493016,0.05771448],"category_scores_gemma":[0.00008097009,0.0001581721,0.000265111,0.0004508109,0.0001831036,0.0000246325,0.003248724,0.002151469,0.0001066801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001904866,"about_ca_system_score_gemma":0.0003899931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00213894,"about_ca_topic_score_gemma":0.0007772009,"domain_scores_codex":[0.9951944,0.001701682,0.0008159659,0.0005773198,0.001100118,0.0006104803],"domain_scores_gemma":[0.9976866,0.0005897204,0.0002770936,0.001123207,0.0001987212,0.0001246961],"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":[0.0005359505,0.001341645,0.00581751,0.0003597501,0.0001445461,0.00002797529,0.00199773,0.0001184705,0.000002446117,0.7089362,0.1910123,0.08970547],"study_design_scores_gemma":[0.003980397,0.001092041,0.3469369,0.003782776,0.00004979085,0.00004231997,0.08163247,0.0005991592,0.005255044,0.2912283,0.2639236,0.001477148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9211202,0.00902744,0.0003922384,0.02747102,0.010857,0.00409972,0.002768581,0.00007011345,0.02419374],"genre_scores_gemma":[0.943639,0.000006343764,0.000005174819,0.00004885681,0.0001147002,0.02406675,0.0001689532,0.00004193998,0.03190824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4177079,"threshold_uncertainty_score":0.9431469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069560882739863,"score_gpt":0.4660830529177806,"score_spread":0.3591269646437943,"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."}}