{"id":"W4387055373","doi":"10.1080/09540261.2023.2255281","title":"Evaluation of arts and humanities programs in surgery education: a systematic review","year":2023,"lang":"en","type":"review","venue":"International Review of Psychiatry","topic":"Empathy and Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"The arts; Empathy; Medical humanities; MEDLINE; Flourishing; Psychology; Inclusion (mineral); Medicine; Medical education; Humanities; Visual arts; Art; Psychotherapist; Social psychology; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.01383214,0.001560507,0.008548953,0.008140171,0.0008938701,0.003578553,0.001829943,0.001951096,0.005208454],"category_scores_gemma":[0.06344146,0.001049551,0.007041109,0.01102229,0.001127633,0.002693977,0.001676262,0.00146287,0.0003703868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004506523,"about_ca_system_score_gemma":0.01595108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00735741,"about_ca_topic_score_gemma":0.02488126,"domain_scores_codex":[0.9870257,0.005489964,0.003842494,0.0007428022,0.002514327,0.000384695],"domain_scores_gemma":[0.9429591,0.04433958,0.007613016,0.0006284624,0.003851983,0.0006078955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002308828,0.00003688738,0.0008160322,0.9553974,0.006242697,0.00005925434,0.0001859269,0.00004773368,0.00008390507,0.0001474989,0.0008623232,0.03588951],"study_design_scores_gemma":[0.0002724248,0.0003226995,0.004713567,0.9347402,0.04938364,0.0002219208,0.0004530381,0.00004838931,0.0001937076,0.0001383378,0.009487414,0.00002475459],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001433059,0.9974165,0.000098627,0.0001797213,0.00008791639,0.0002984311,0.0001886478,0.000005993527,0.0002910188],"genre_scores_gemma":[0.01970814,0.9783685,0.0005578361,0.0003649756,0.00007444212,0.0006732405,0.0001519309,0.000005727826,0.00009526234],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01383214,"threshold_uncertainty_score":0.07315218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2205380362323857,"score_gpt":0.4701040474120243,"score_spread":0.2495660111796385,"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."}}