{"id":"W2100271268","doi":"10.1007/s00464-015-4228-4","title":"Transtracheal thoracic natural orifice transluminal endoscopic surgery (NOTES) in a swine model","year":2015,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Université de Montréal","funders":"","keywords":"Medicine; Surgery; Cardiothoracic surgery; Mediastinal Emphysema; Dissection (medical); Mediastinum; Subcutaneous emphysema; Pneumothorax","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":[0.00134533,0.0005250406,0.00130201,0.0004559516,0.00005430952,0.00003657119,0.0002410701,0.0003913171,0.0003010475],"category_scores_gemma":[0.000528055,0.0004467472,0.0004770969,0.000850344,0.0003099088,0.0002659556,0.0000376076,0.001230957,0.00008584933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002656058,"about_ca_system_score_gemma":0.0007929349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001555095,"about_ca_topic_score_gemma":0.00004612089,"domain_scores_codex":[0.9958663,0.0002837768,0.001035878,0.0008198675,0.0009809611,0.001013247],"domain_scores_gemma":[0.9973274,0.0009853288,0.0001213962,0.0005252971,0.0002160983,0.000824436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.09965123,0.01834562,0.3747915,0.006562658,0.001281194,0.08743586,0.009843472,0.002379176,0.09327835,0.0159403,0.006837218,0.2836534],"study_design_scores_gemma":[0.130169,0.006724231,0.02789949,0.006989483,0.001586032,0.009166053,0.00129068,0.1290276,0.600546,0.01297936,0.06601722,0.007604817],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828643,0.001574932,0.001882633,0.00190949,0.000300495,0.0007996503,0.00003311872,0.0004688484,0.01016656],"genre_scores_gemma":[0.9892207,0.0002673855,0.009314396,0.0002943836,0.0002956633,0.0001333034,0.0001000977,0.00007701411,0.0002970748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5072677,"threshold_uncertainty_score":0.9997984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08408729891203355,"score_gpt":0.3607453009209333,"score_spread":0.2766580020088997,"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."}}