{"id":"W4280572013","doi":"10.1016/j.athoracsur.2022.04.049","title":"Digital Education in General Thoracic Surgery: A Narrative Review","year":2022,"lang":"en","type":"review","venue":"The Annals of Thoracic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Narrative review; Cardiothoracic surgery; Narrative; Variety (cybernetics); Medical education; Medical physics; Virtual reality; Surgery; Multimedia; Computer 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":[0.001595312,0.0008757076,0.002268306,0.005182424,0.0003984171,0.002251152,0.0009155117,0.001652843,0.006560861],"category_scores_gemma":[0.006392605,0.0004600234,0.001561886,0.005597097,0.0006316563,0.001907027,0.001494935,0.001588394,0.0007901588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001024957,"about_ca_system_score_gemma":0.003886793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002458663,"about_ca_topic_score_gemma":0.008321978,"domain_scores_codex":[0.9992004,0.0002010598,0.0002561167,0.0001368252,0.0001526699,0.0000529358],"domain_scores_gemma":[0.99594,0.002969973,0.0006703832,0.00004336506,0.0002802938,0.00009592751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001888206,0.00005424975,0.0006068519,0.5965973,0.001245674,0.0003536857,0.0003187321,0.0001979563,0.0005222333,0.001590016,0.02653834,0.3717862],"study_design_scores_gemma":[0.0001723396,0.0002270633,0.003265005,0.5413582,0.00900062,0.002495256,0.0006693316,0.000109883,0.0002237582,0.001326254,0.4410801,0.00007206706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006824498,0.9995059,0.00001750892,0.0001291669,0.00009417862,0.000006468133,0.00002687574,0.000001371683,0.0001502898],"genre_scores_gemma":[0.0006523399,0.9987992,0.00005639147,0.000316824,0.00008412078,0.000008059011,0.00002003,6.622624e-7,0.00006237278],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006560861,"threshold_uncertainty_score":0.02194828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2892509199487122,"score_gpt":0.4984693458981304,"score_spread":0.2092184259494182,"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."}}