{"id":"W4394841462","doi":"10.1371/journal.pone.0298744","title":"Professional quality of life in animal research personnel is linked to retention &amp; job satisfaction: A mixed-methods cross-sectional survey on compassion fatigue in the USA","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Animal testing and alternatives","field":"Veterinary","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"National Institute for Occupational Safety and Health","keywords":"Compassion fatigue; Job satisfaction; Burnout; Compassion; Quality of life (healthcare); Life satisfaction; Psychology; Medicine; Mental health; Nursing; Cross-sectional study; Applied psychology; Clinical psychology; Social psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004933765,0.0001348747,0.0003371781,0.001047928,0.0008999312,0.0009365156,0.0004343923,0.0005345552,0.001190932],"category_scores_gemma":[0.007870777,0.0003293856,0.000486155,0.0009287406,0.0005781989,0.0007734041,0.001275904,0.0008648002,0.000230943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000617848,"about_ca_system_score_gemma":0.001028036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00396828,"about_ca_topic_score_gemma":0.007202467,"domain_scores_codex":[0.9982544,0.000732404,0.0002440102,0.0001382048,0.0003561665,0.0002748881],"domain_scores_gemma":[0.9933103,0.001653187,0.002628508,0.0002203803,0.00101257,0.001175051],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004121757,0.000252921,0.9918636,0.00005387178,0.00003308077,0.0000348948,0.003731536,0.00002579876,0.0001707484,0.00001986923,0.0002265929,0.003545936],"study_design_scores_gemma":[0.000004054586,0.0004842824,0.9892859,0.00003953388,0.00001018132,0.00006741736,0.009505275,0.0001496339,0.00007580032,0.00001497097,0.0003547596,0.00000823324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993864,0.00005664249,0.00007245314,0.0001032478,0.000002886918,0.00003383155,0.0001362797,0.000002104679,0.0002060743],"genre_scores_gemma":[0.9992617,0.000099049,0.0002098492,0.0001301412,0.000004789511,0.00006565878,0.0001282342,0.000001284668,0.00009935401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9950662,"threshold_uncertainty_score":0.02609253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7676500409489511,"score_gpt":0.5876210324067659,"score_spread":0.1800290085421852,"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."}}