{"id":"W3163941091","doi":"10.1007/s10388-021-00834-0","title":"Clinical usefulness of sputum culture on the first postoperative day to predict early postoperative pneumonia after esophagectomy for esophageal cancer","year":2021,"lang":"en","type":"article","venue":"Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"FUJIFILM Toyama Chemical; Daiichi Sankyo Company; Sanofi K.K.; Medtronic Japan; Chugai Pharmaceutical; Tsumura and Company; Ono Pharmaceutical; Otsuka Pharmaceutical; Shionogi; Astellas Pharma; Eisai Canada; Takeda Pharmaceutical Company; Kowa Pharmaceutical Europe; Taisho Toyama Pharmaceutical Company; Abbott Japan; Dainippon Sumitomo Pharma; EA Pharma Co., Ltd.; Nihon Pharmaceutical; Japan Blood Products Organization; Taiho Pharmaceutical; Yakult Honsha; Kyowa Hakko Kirin","keywords":"Medicine; Surgical oncology; Esophagectomy; Esophageal cancer; Cardiothoracic surgery; Pneumonia; Sputum; Sputum culture; General surgery; Surgery; Lung cancer; Cancer; Internal medicine; Tuberculosis; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009269649,0.0006299255,0.0007397735,0.001252136,0.0005461156,0.001048461,0.0004603428,0.001442334,0.0007729436],"category_scores_gemma":[0.008249874,0.0003395877,0.0005898972,0.0006456311,0.0005320018,0.0007607667,0.0003609748,0.0009850665,0.0002697092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000376878,"about_ca_system_score_gemma":0.0006250619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001801185,"about_ca_topic_score_gemma":0.00331366,"domain_scores_codex":[0.9992143,0.0002363671,0.0001244994,0.00007305193,0.0002253859,0.0001264109],"domain_scores_gemma":[0.9948838,0.002330226,0.0009055629,0.00015649,0.0009069864,0.0008169657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005587844,0.0001195829,0.9906284,0.00004344064,0.000045603,0.0007877835,0.00006167903,0.0001314426,0.00156958,0.00001270074,0.0002705131,0.005770442],"study_design_scores_gemma":[0.00003370176,0.0008461584,0.9902893,0.00008481741,0.0001486144,0.003528514,0.0005340286,0.002332678,0.001626982,0.00005466242,0.0004924262,0.00002813284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934592,0.003600104,0.0003904288,0.0002908851,0.0001815185,0.00003628311,0.0002027836,0.00002794302,0.001810845],"genre_scores_gemma":[0.9985477,0.0004986454,0.0004162119,0.00008985544,0.00009844569,0.00001179598,0.0001795667,0.000003297893,0.0001543352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001801185,"threshold_uncertainty_score":0.004902363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03372733678083485,"score_gpt":0.3489614806399799,"score_spread":0.3152341438591451,"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."}}