{"id":"W2610087355","doi":"10.14740/jocmr3002w","title":"The Epidemiology and Risk Factors for Postoperative Pneumonia","year":2017,"lang":"en","type":"review","venue":"Journal of Clinical Medicine Research","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Complication; Epidemiology; Orthopedic surgery; Pneumonia; Surgery; Cardiothoracic surgery; General surgery; Risk factor; Surgical complication; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07140527,0.0003394522,0.00617455,0.000484016,0.001076811,0.00003531554,0.0007051582,0.0008303064,0.00003378556],"category_scores_gemma":[0.458214,0.0001382243,0.00128511,0.0002141453,0.003971794,0.0000741284,0.0002268629,0.007509154,0.00001239522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001732626,"about_ca_system_score_gemma":0.00189233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008815373,"about_ca_topic_score_gemma":0.00002018837,"domain_scores_codex":[0.9871313,0.006508127,0.004568235,0.0004003167,0.0007514974,0.0006405244],"domain_scores_gemma":[0.8026972,0.1896022,0.00368603,0.000888348,0.002341156,0.0007851096],"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":[0.0002460656,0.00008672281,0.003851662,0.001484942,0.001148466,0.0000318588,0.00004164855,4.205744e-8,3.805947e-7,0.0003156317,0.03687921,0.9559134],"study_design_scores_gemma":[0.001375922,0.007612329,0.001470463,0.01402685,0.001760455,0.0006398595,0.000107438,0.000002077534,4.770729e-7,0.001472107,0.9714304,0.0001015891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004446587,0.9852092,0.00006705937,0.009205915,0.002481245,0.001741524,0.00001914426,0.000006233021,0.0008250172],"genre_scores_gemma":[0.00003538512,0.9913374,0.0004008676,0.00007618733,0.006886315,0.00004896777,0.000006496135,0.00005133254,0.001157052],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9558118,"threshold_uncertainty_score":0.9987388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8061361536863004,"score_gpt":0.730568261366728,"score_spread":0.0755678923195724,"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."}}