{"id":"W2790770862","doi":"10.1136/bmj.332.7532.s6","title":"Thoracic surgery: new training for an old specialty","year":2006,"lang":"en","type":"article","venue":"BMJ","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Specialty; Training (meteorology); Cardiothoracic surgery; Medicine; General surgery; Surgery; Medical education; Pathology; Geography","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":[0.007177368,0.0008038729,0.0006045426,0.001118726,0.004160469,0.006086389,0.001083395,0.009836397,0.03129175],"category_scores_gemma":[0.01909814,0.0004430523,0.0007352924,0.0007799285,0.008079521,0.008609461,0.005861508,0.01493723,0.008137807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004711992,"about_ca_system_score_gemma":0.01028452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005772526,"about_ca_topic_score_gemma":0.02035413,"domain_scores_codex":[0.9945866,0.0008849726,0.0003786602,0.0004152153,0.002899111,0.0008353493],"domain_scores_gemma":[0.9691104,0.004525937,0.00158039,0.001089862,0.005811269,0.01788219],"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":[0.00003193907,0.00004805563,0.001635369,0.000226008,0.00001005833,0.0003271955,0.0005629893,0.00007408464,0.0003264627,0.008100998,0.9486231,0.04003386],"study_design_scores_gemma":[0.00003598434,0.0001021172,0.004168324,0.0007712257,0.00001307171,0.001578575,0.00174824,0.000115971,0.0001038664,0.008547386,0.9827649,0.00005033161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000960807,0.01009625,0.0006529042,0.9266753,0.05265899,0.00001062131,0.00002784743,0.00007695451,0.008840419],"genre_scores_gemma":[0.04120563,0.04506018,0.002905022,0.7218372,0.1134193,0.00006464541,0.000126473,0.0002147152,0.0751669],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03129175,"threshold_uncertainty_score":0.1046813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09012776522137675,"score_gpt":0.36691462636981,"score_spread":0.2767868611484332,"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."}}