{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005604746,0.0005244069,0.000839434,0.002659864,0.0003070939,0.0009653102,0.0006652746,0.0007128477,0.001290246],"category_scores_gemma":[0.002848964,0.0002074139,0.0008754528,0.002434731,0.0003459591,0.0009114401,0.0004192253,0.001069655,0.0002271226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004616712,"about_ca_system_score_gemma":0.001523807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00279184,"about_ca_topic_score_gemma":0.003429002,"domain_scores_codex":[0.9992705,0.0001450553,0.0001884206,0.000109189,0.000228147,0.00005865529],"domain_scores_gemma":[0.999016,0.0004525698,0.0003063245,0.00001482691,0.0001647587,0.00004551619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001522163,0.0001840344,0.1038255,0.05845237,0.001473085,0.001550875,0.0007088142,0.0006119167,0.0007867865,0.003069439,0.02620247,0.8029824],"study_design_scores_gemma":[0.00004297823,0.0003615369,0.3686292,0.1214758,0.004040675,0.04132708,0.002733393,0.0008525206,0.0009981553,0.006921346,0.4524285,0.0001887424],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001539616,0.9972578,0.00008644993,0.0004643237,0.00008077895,0.000005522008,0.00005135831,0.000003564365,0.0005107215],"genre_scores_gemma":[0.01148924,0.9877657,0.0001858903,0.0001778454,0.0001955774,0.000008257856,0.00007816312,0.00000126451,0.00009806545],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00279184,"threshold_uncertainty_score":0.005551159,"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."}}