{"id":"W2108307495","doi":"10.4103/1817-1737.98847","title":"The use of thoracoscopy to enhance medical students′ interest and understanding of thoracic anatomy","year":2012,"lang":"en","type":"article","venue":"Annals of Thoracic Medicine","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Thoracoscopy; Anatomy; Medical physics; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.00201663,0.0001778906,0.0005389177,0.0002172307,0.00004915689,0.00000548795,0.0005180309,0.0001947199,0.00008116956],"category_scores_gemma":[0.00173159,0.0001168833,0.00005214626,0.0004542691,0.0007675263,0.0001484974,0.0001993451,0.0003282456,0.000002958159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001887323,"about_ca_system_score_gemma":0.00002282477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002529479,"about_ca_topic_score_gemma":0.00002373184,"domain_scores_codex":[0.9979274,0.00009384326,0.0006665311,0.0001487647,0.0007669695,0.0003965473],"domain_scores_gemma":[0.9982257,0.0007721792,0.0001608345,0.0003767627,0.0001037761,0.0003607598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006762159,0.0003755701,0.02054173,0.002691186,0.0009206483,0.00003245147,0.003808946,0.00003122241,0.008182474,0.02705472,0.03357476,0.9021101],"study_design_scores_gemma":[0.0006585498,0.002232263,0.009645258,0.01314557,0.0004694996,0.0001009439,0.01059893,0.003003828,0.7412451,0.008620116,0.2092276,0.001052303],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517503,0.01229011,0.02764949,0.007008339,0.0004651631,0.0002891349,0.000008137265,0.00008113847,0.0004582109],"genre_scores_gemma":[0.9906006,0.008309789,0.0005501134,0.000358516,0.0000993581,0.000009380949,0.000002371096,0.00002143745,0.00004836393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9010578,"threshold_uncertainty_score":0.4766364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1529848804869933,"score_gpt":0.464665857947666,"score_spread":0.3116809774606727,"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."}}