{"id":"W4410142669","doi":"10.1186/s12885-025-14149-1","title":"Risk factors for pneumonia after radical gastrectomy for gastric cancer: a systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"BMC Cancer","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Surgical oncology; Medicine; Gastrectomy; Meta-analysis; Cancer; General surgery; Pneumonia; Internal medicine; Gastroenterology; Oncology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01796254,0.003280471,0.02149061,0.008629121,0.0007379752,0.003430994,0.002219641,0.002437586,0.002709563],"category_scores_gemma":[0.03010929,0.001760736,0.04595559,0.008282644,0.000730123,0.002077072,0.001664665,0.001872545,0.000248246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002857403,"about_ca_system_score_gemma":0.004961854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006565139,"about_ca_topic_score_gemma":0.01468911,"domain_scores_codex":[0.9887514,0.004976573,0.003478792,0.001031777,0.001369008,0.0003924464],"domain_scores_gemma":[0.9835454,0.0117367,0.002536738,0.0005969154,0.001368603,0.0002154991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001357644,0.00003000374,0.004358666,0.3643386,0.6181933,0.0001312286,0.00007919066,0.0005002538,0.0001967893,0.0001245845,0.0004874196,0.01020232],"study_design_scores_gemma":[0.0002803533,0.0001618823,0.002966575,0.02246857,0.9724264,0.00008486927,0.00003882805,0.0001582235,0.00009034839,0.0001389712,0.001163989,0.00002094456],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003932977,0.9944462,0.0005151263,0.0001952285,0.0001273701,0.0002891698,0.0003226968,0.00001998229,0.0001513604],"genre_scores_gemma":[0.1409244,0.8519729,0.002904106,0.0009316066,0.0003647453,0.001642562,0.0009023974,0.00002873096,0.0003284762],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02149061,"threshold_uncertainty_score":0.09499615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08191311533498502,"score_gpt":0.3869323637023054,"score_spread":0.3050192483673204,"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."}}