{"id":"W4413452798","doi":"10.1002/wjs.70070","title":"A Scoping Review on Goals of Care Discussions in Surgery: How Are We Doing and How Can We Do Better?","year":2025,"lang":"en","type":"review","venue":"World Journal of Surgery","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Women's College Hospital; Public Health Ontario; University of Toronto","funders":"","keywords":"Cardiac surgery; Vascular surgery; Cardiothoracic surgery; Abdominal surgery; Medicine; General surgery; Surgery","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002599794,0.0006472538,0.006855383,0.003259835,0.0005342255,0.00004191461,0.0006275836,0.0003901479,0.00005815005],"category_scores_gemma":[0.003729201,0.0004637907,0.001229984,0.002208907,0.0001131561,0.0002514669,0.0004515233,0.003344774,0.000002875128],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008384885,"about_ca_system_score_gemma":0.005753204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003238237,"about_ca_topic_score_gemma":0.0008785189,"domain_scores_codex":[0.9869204,0.007399722,0.00369807,0.0004741623,0.0007506601,0.0007570519],"domain_scores_gemma":[0.9621637,0.026852,0.008612863,0.00125568,0.0007411731,0.0003745751],"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":[0.00001221065,0.0000257777,0.01056179,0.518289,0.00006060097,0.00003914285,0.0005709116,1.979648e-7,3.301673e-8,0.00001369195,0.01555084,0.4548757],"study_design_scores_gemma":[0.00009419334,0.00001025125,0.0001441471,0.6508192,0.0002195045,0.000009529931,0.0015887,7.658294e-8,1.271408e-7,0.00001601401,0.3468675,0.0002306507],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001951663,0.9324278,0.000002036033,0.06319442,0.001664664,0.00237953,0.0001867506,0.00002085956,0.0001043965],"genre_scores_gemma":[0.0007622434,0.9970467,0.0001917509,0.0009384565,0.0002878517,0.0003633909,0.00005787409,0.00008225131,0.0002694478],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4546451,"threshold_uncertainty_score":0.9998832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3055409285666528,"score_gpt":0.4613356925672013,"score_spread":0.1557947640005485,"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."}}