{"id":"W2606463892","doi":"10.5603/ait.a2017.0017","title":"Air leak without subcutaneous emphysema in an adult patient due to thyroidectomy","year":2017,"lang":"en","type":"article","venue":"Anaesthesiology Intensive Therapy","topic":"Pneumothorax, Barotrauma, Emphysema","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Subcutaneous emphysema; Thyroidectomy; Intensive care; Surgery; Leak; Anesthesia; Complication; Intensive care medicine; Internal medicine; Thyroid","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002174712,0.000529367,0.001204236,0.0003501117,0.0002936032,0.00004137467,0.0006582731,0.0003642418,0.00005275296],"category_scores_gemma":[0.0008314716,0.0004296411,0.0002024923,0.0001526003,0.000460055,0.0002231902,0.0001091369,0.0005360012,0.0003453741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568067,"about_ca_system_score_gemma":0.0001601231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001277028,"about_ca_topic_score_gemma":0.002370724,"domain_scores_codex":[0.9970374,0.0002899875,0.0005984941,0.0009438681,0.0002923808,0.0008378931],"domain_scores_gemma":[0.9956167,0.0001070564,0.0003322564,0.002062056,0.001445616,0.0004363284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01411113,0.001124523,0.5428869,0.00003511533,0.000312606,0.01404044,0.01012996,0.0000541317,0.1995579,0.0006656198,0.002628917,0.2144527],"study_design_scores_gemma":[0.003345293,0.02624671,0.9384714,0.0002464515,0.00003881674,0.001882289,0.001970505,0.0001005482,0.02383826,0.001339883,0.001813933,0.0007059047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856545,0.0001784786,0.00001571349,0.01165274,0.0002999427,0.001395807,0.000009899084,0.0001489894,0.0006439394],"genre_scores_gemma":[0.9557681,0.0002825753,0.0004573897,0.04289535,0.0001878597,0.0001520236,0.00002410373,0.0001042163,0.0001283569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3955845,"threshold_uncertainty_score":0.9998155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03280189126217434,"score_gpt":0.3281831127431986,"score_spread":0.2953812214810243,"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."}}