{"id":"W2503060191","doi":"10.1017/cbo9780511545733","title":"Viva Tutorials for Surgeons in Training","year":2004,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Key (lock); Computer science; Frequently asked questions; Medical education; Medicine","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":[0.0003164568,0.0009596322,0.0004875012,0.001031286,0.0007559385,0.001951742,0.0006778025,0.0008475964,0.1361998],"category_scores_gemma":[0.001768422,0.0003784735,0.0005040908,0.0007587127,0.0004139987,0.001746301,0.001598723,0.002919899,0.06967988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005731035,"about_ca_system_score_gemma":0.001036301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005948704,"about_ca_topic_score_gemma":0.002547027,"domain_scores_codex":[0.9997703,0.0000387342,0.0000107584,0.00002359241,0.0001342495,0.00002245512],"domain_scores_gemma":[0.9995123,0.000198502,0.00003288142,0.00002925683,0.0001016099,0.0001253973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001242907,0.00004061242,0.00005766626,0.0002146249,0.000002490528,0.00009395681,0.0002090113,0.0002700103,0.0005374228,0.008076861,0.8541303,0.1363546],"study_design_scores_gemma":[0.000003250468,0.0000152054,0.0002420277,0.0001994573,0.0000013497,0.0003206758,0.00006142864,0.00009352727,0.00007158057,0.002865455,0.9961218,0.000004225395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001838525,0.03402921,0.02162989,0.008033035,0.01607588,0.0002918704,0.00102518,0.002468371,0.914608],"genre_scores_gemma":[0.003204531,0.01664558,0.01226589,0.003463716,0.001892937,0.000199144,0.00094524,0.0005610866,0.9608217],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1361998,"threshold_uncertainty_score":0.4556339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03934696750457173,"score_gpt":0.2420901323931478,"score_spread":0.2027431648885761,"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."}}