{"id":"W4293696152","doi":"10.7759/cureus.28602","title":"Sex Differences in All-Cause Inpatient Mortality Risk in Gastric Cancer: Nationwide Inpatient Population-Based Study","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Medicine; Cancer; Logistic regression; Internal medicine; Diabetes mellitus; Odds ratio; Comorbidity; Depression (economics); Population; Univariate analysis; Multivariate analysis; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005074237,0.0001943673,0.0002844309,0.0006634855,0.0002331352,0.0004750711,0.0002143189,0.0002367149,0.00108088],"category_scores_gemma":[0.001465676,0.0001766626,0.0003880648,0.000964781,0.0001341095,0.0004886129,0.0003989241,0.0002754616,0.0001820216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137966,"about_ca_system_score_gemma":0.0002457464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003233675,"about_ca_topic_score_gemma":0.005080842,"domain_scores_codex":[0.9995483,0.000109286,0.00007516272,0.00009827554,0.00008489901,0.00008400887],"domain_scores_gemma":[0.9991228,0.0001104006,0.0004825586,0.00005606179,0.0001070396,0.0001210776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002136205,0.00001043305,0.9995304,0.000003467435,0.00002003224,0.00001785369,0.00001809314,0.000005741825,0.00003594546,0.00000457955,0.00002938849,0.0003026347],"study_design_scores_gemma":[0.000002301216,0.00002560591,0.9995956,0.000002580552,0.00001052092,0.0001217152,0.0001102056,0.0000496101,0.00001513259,0.000005995954,0.00005961109,0.000001137343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998725,0.0001795857,0.00005639809,0.00003218588,0.000006006755,0.000007514899,0.0006445165,0.000002428146,0.000346497],"genre_scores_gemma":[0.9991742,0.00009807765,0.0000482551,0.00002608968,0.0000115812,0.000007294926,0.0005724874,0.000001290073,0.00006069238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003233675,"threshold_uncertainty_score":0.006429672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06449464871979761,"score_gpt":0.3343798414727766,"score_spread":0.269885192752979,"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."}}