{"id":"W3035070272","doi":"10.3389/fonc.2020.00797","title":"Prognostic Value of Pre-Treatment Prognostic Nutritional Index in Esophageal Cancer: A Systematic Review and Meta-Analysis","year":2020,"lang":"en","type":"review","venue":"Frontiers in Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Internal medicine; Hazard ratio; Esophageal cancer; Confidence interval; Oncology; Publication bias; Odds ratio; Cancer; Gastroenterology","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":[0.01201057,0.002605607,0.01705937,0.007031987,0.0006709315,0.003125914,0.002099829,0.002264787,0.00252205],"category_scores_gemma":[0.02713631,0.001292744,0.03461869,0.007697006,0.0007008837,0.001521855,0.001214645,0.001607511,0.0002103549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002339802,"about_ca_system_score_gemma":0.0033447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006853316,"about_ca_topic_score_gemma":0.01233803,"domain_scores_codex":[0.9924171,0.003348582,0.002200103,0.0008927226,0.0008418505,0.0002995793],"domain_scores_gemma":[0.9823382,0.01356359,0.002197162,0.0005504369,0.001130546,0.0002200392],"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":[0.001707968,0.00003139234,0.008978797,0.295906,0.6802691,0.0001587902,0.00007438475,0.0007681609,0.0002305478,0.0001200797,0.0005573336,0.01119754],"study_design_scores_gemma":[0.0002454799,0.0001222832,0.004497977,0.01368998,0.979939,0.00008443098,0.00002485158,0.0002031575,0.00009244065,0.000129647,0.0009527226,0.00001790291],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004276942,0.9942379,0.0004558675,0.0001832452,0.00009852631,0.0001474692,0.0004123084,0.00001929319,0.0001684069],"genre_scores_gemma":[0.2184433,0.7753926,0.002402653,0.0009953122,0.0003729604,0.0009954727,0.001055235,0.00003175189,0.0003107602],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01705937,"threshold_uncertainty_score":0.06351876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05970543198197484,"score_gpt":0.4064072543287115,"score_spread":0.3467018223467366,"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."}}