{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005628692,0.0004938634,0.0009094659,0.0001194865,0.0003266523,0.00008778267,0.0003162858,0.0002331731,0.0007816374],"category_scores_gemma":[0.0006258463,0.0003084233,0.0005076558,0.0005983179,0.0002625709,0.0001497252,0.0001810271,0.0006717594,0.0001070609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003180613,"about_ca_system_score_gemma":0.0008002957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001442674,"about_ca_topic_score_gemma":0.0002710672,"domain_scores_codex":[0.9964728,0.0003174714,0.0007180645,0.0009534539,0.0008219338,0.0007163201],"domain_scores_gemma":[0.9967654,0.0006547992,0.0001461242,0.0008541821,0.001028739,0.0005507005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01085405,0.003235785,0.9247154,0.0003724849,0.002639956,0.006410416,0.01213489,0.0001261862,0.0003712149,0.003640931,0.02611581,0.009382877],"study_design_scores_gemma":[0.005747432,0.008203443,0.9121491,0.0005022931,0.0003229997,0.00006130194,0.0003141449,0.00008434844,0.06943729,0.0001257803,0.00270747,0.0003443589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9315595,0.04034911,0.0001657831,0.02016857,0.001005247,0.004685665,0.001413792,0.00009863855,0.0005537058],"genre_scores_gemma":[0.9839893,0.0001502566,0.0004998377,0.00672015,0.0006484433,0.002278756,0.00007330846,0.00007938803,0.005560579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06906607,"threshold_uncertainty_score":0.9999368,"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."}}