{"id":"W4321022185","doi":"10.21037/jtd-22-598","title":"Suggested robotic-assisted thoracic surgery training curriculum","year":2023,"lang":"en","type":"review","venue":"Journal of Thoracic Disease","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Curriculum; Robotic surgery; Cardiothoracic surgery; Surgery; General surgery; Medical education; Medical physics","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"],"consensus_categories":[],"category_scores_codex":[0.001165151,0.0007257444,0.004489858,0.001053505,0.0001144213,0.0001267337,0.0002957561,0.0002725373,0.0001671824],"category_scores_gemma":[0.0009562302,0.0004838294,0.003615133,0.001242632,0.00007966044,0.0001948316,0.00008126152,0.0008310749,0.0002034597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009378448,"about_ca_system_score_gemma":0.003809903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006225838,"about_ca_topic_score_gemma":0.000002363128,"domain_scores_codex":[0.9952837,0.0004791575,0.002070207,0.000486501,0.001087905,0.0005924854],"domain_scores_gemma":[0.9942784,0.0008903357,0.002255194,0.0006606195,0.0004251863,0.001490212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000147377,0.0009495683,0.001124849,0.08040969,0.00240112,0.01086416,0.00003991948,0.000005145655,3.339437e-8,0.000005981809,0.01037836,0.8936738],"study_design_scores_gemma":[0.00039629,0.0002975314,0.003820848,0.4616327,0.05294771,0.002058491,0.0001381531,0.00001955168,7.879847e-7,0.000061064,0.4777701,0.0008567534],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003379503,0.9961579,0.00002076943,0.0006165433,0.001740162,0.000821628,0.00008544744,0.0001014432,0.0001181419],"genre_scores_gemma":[0.000772891,0.9960614,0.0002585101,0.0000907225,0.001482959,0.00010753,0.0002236654,0.0002031153,0.0007992247],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.892817,"threshold_uncertainty_score":0.9997613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.140064853832565,"score_gpt":0.4445912276045844,"score_spread":0.3045263737720194,"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."}}