{"id":"W4399854081","doi":"10.3928/01484834-20240404-01","title":"Evaluating the Effectiveness of Empathy-Based Education in Undergraduate Nursing: A Scoping Review","year":2024,"lang":"en","type":"review","venue":"Journal of Nursing Education","topic":"Empathy and Medical Education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Empathy; Nursing; Psychology; Nurse education; Medical education; MEDLINE; Medicine; Political science; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.005537465,0.0003153227,0.001689826,0.000782081,0.00005714037,0.00003140307,0.0002095509,0.0002166343,0.00001153554],"category_scores_gemma":[0.003081109,0.0002011394,0.0005967355,0.001180717,0.0001499748,0.0001253638,0.000006496214,0.001051568,0.000007781176],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001922711,"about_ca_system_score_gemma":0.04732336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008480363,"about_ca_topic_score_gemma":6.276191e-7,"domain_scores_codex":[0.9954872,0.001615557,0.001716136,0.0002745828,0.0006940647,0.0002124487],"domain_scores_gemma":[0.9960419,0.001016003,0.001721979,0.0003948532,0.0006642975,0.0001609767],"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":[0.00005011234,0.001711703,0.000002292836,0.2192416,0.00004148379,0.000001057148,0.001870496,0.00000193873,0.000004526375,0.00007652037,0.001148675,0.7758496],"study_design_scores_gemma":[0.0002547138,0.0004923074,0.00008625464,0.9862971,0.006176089,0.0005772028,0.002346575,0.00001747431,0.00001188897,0.001527329,0.00206362,0.000149463],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008695705,0.9876477,0.00007866461,0.002364596,0.005997932,0.002464501,0.000001195603,0.000009930143,0.0005659866],"genre_scores_gemma":[0.001548514,0.9961507,0.0008490137,0.000186565,0.0009158411,0.0001247078,0.00007428115,0.00005580396,0.00009458174],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7757002,"threshold_uncertainty_score":0.9580774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1573960560683018,"score_gpt":0.5658236304444018,"score_spread":0.4084275743760999,"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."}}