{"id":"W4407947394","doi":"10.1080/17482631.2025.2464380","title":"Best practices for supporting researchers’ mental health in emotionally demanding research across academic and non-academic contexts","year":2025,"lang":"en","type":"article","venue":"International Journal of Qualitative Studies on Health and Well-Being","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Research England","keywords":"Mental health; Psychology; Applied psychology; Medical education; Psychotherapist; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4618948,0.001497584,0.001831215,0.007048758,0.02366357,0.02691826,0.008161944,0.008598239,0.002834122],"category_scores_gemma":[0.4027782,0.002764906,0.00230387,0.004873627,0.04176021,0.0195632,0.03241548,0.01235204,0.001504859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01894672,"about_ca_system_score_gemma":0.08988678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006241585,"about_ca_topic_score_gemma":0.01352955,"domain_scores_codex":[0.3657458,0.5786622,0.02141546,0.008395306,0.01688836,0.008892849],"domain_scores_gemma":[0.3729763,0.4408258,0.03665058,0.06870583,0.04899013,0.0318514],"domain_codex":"methods","domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001037121,0.0003610707,0.005883136,0.005259721,0.0001116733,0.0007073153,0.8750605,0.0002420199,0.002119377,0.008876162,0.005238816,0.09603649],"study_design_scores_gemma":[0.0001278004,0.0003574133,0.00609206,0.01911653,0.0001338592,0.001090359,0.8639866,0.0003808642,0.002080502,0.03341964,0.07304363,0.0001708435],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2015683,0.03125237,0.2031194,0.4942886,0.004677215,0.01333322,0.0002595854,0.001340147,0.05016127],"genre_scores_gemma":[0.5970863,0.01136899,0.3495256,0.02441246,0.0005451039,0.01398938,0.0001524975,0.0002881227,0.00263161],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5381052,"threshold_uncertainty_score":0.6635796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6508380549986023,"score_gpt":0.7545050139223344,"score_spread":0.1036669589237321,"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."}}