{"id":"W4391615464","doi":"10.5737/2368807634128","title":"An Integrative Review of Effective Strategies to Prevent and Treat Compassion Fatigue in Oncology Nurses","year":2024,"lang":"en","type":"article","venue":"Canadian Oncology Nursing Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Red Deer Polytechnic; Alberta Health Services","funders":"","keywords":"Compassion fatigue; Burnout; Psychological intervention; Mindfulness; Medicine; Nursing; Oncology nursing; Emotional exhaustion; Nursing Interventions Classification; Oncology; Clinical psychology; Nurse education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001639473,0.000218927,0.0007851956,0.0007111199,0.0005318662,0.00002073355,0.0001851934,0.000423368,0.0003723511],"category_scores_gemma":[0.0002928569,0.0001589431,0.00006641189,0.000396878,0.0002027016,0.0002535432,0.0000176816,0.001868665,0.00001308361],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006362483,"about_ca_system_score_gemma":0.01697224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01014806,"about_ca_topic_score_gemma":0.105579,"domain_scores_codex":[0.9946097,0.003372114,0.0008555125,0.0003215591,0.0001651597,0.0006760211],"domain_scores_gemma":[0.9970645,0.001177008,0.0002294923,0.0001526806,0.0002977945,0.001078482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001055813,0.0002020364,0.001800563,0.0021298,0.00003227436,0.0003527341,0.02855014,0.000006709499,0.0002507163,0.003315908,0.02997698,0.9332765],"study_design_scores_gemma":[0.001187227,0.005412362,0.04290422,0.744389,0.0001549523,0.0004006766,0.08216825,0.0005926238,0.0001020027,0.007541659,0.1146907,0.0004563455],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4047051,0.349591,0.001443502,0.1841144,0.01267689,0.006294602,0.0002502069,0.00009427183,0.04083001],"genre_scores_gemma":[0.9711869,0.02269707,0.000943026,0.003981543,0.0005847891,0.0002473158,0.00002838988,0.00003830493,0.0002926111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9328202,"threshold_uncertainty_score":0.9974519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05802355404268879,"score_gpt":0.5260567815584652,"score_spread":0.4680332275157765,"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."}}