{"id":"W2998181651","doi":"10.17925/ohr.2019.15.2.78","title":"Understanding Survival Disparities in Gastric Cancer","year":2019,"lang":"en","type":"article","venue":"touchREVIEWS in Oncology & Haematology","topic":"Gastric Cancer Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000645827,0.000231718,0.001644285,0.0005540341,0.00002526382,0.000007626041,0.0001813318,0.0002172179,0.001564715],"category_scores_gemma":[0.0001152271,0.0002023261,0.0001258583,0.0006951962,0.0001365699,0.00008763596,0.0001263335,0.000458222,0.0001912487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011969,"about_ca_system_score_gemma":0.0002459984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000560631,"about_ca_topic_score_gemma":0.004636527,"domain_scores_codex":[0.9978335,0.0002431332,0.0007342129,0.0004247402,0.0001643526,0.0006000319],"domain_scores_gemma":[0.9990233,0.0003590008,0.0001827086,0.0003312257,0.00002405685,0.00007969626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001312131,0.0001348303,0.9711658,0.0006107346,0.00004208995,0.0006005699,0.0001224787,0.00002340286,0.00002006584,0.01610888,0.003409173,0.007630715],"study_design_scores_gemma":[0.0138009,0.00100982,0.7029333,0.00150382,0.0003269549,0.0009923809,0.001506001,0.0004444753,0.00002719713,0.004242641,0.2725392,0.0006732717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.894972,0.01820996,0.0006438085,0.02044645,0.003319473,0.002700842,0.000005119419,0.00009603075,0.05960635],"genre_scores_gemma":[0.9805233,0.01440129,0.0004271091,0.002499934,0.00009238539,0.000223739,0.00001375523,0.00002715808,0.001791257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2691301,"threshold_uncertainty_score":0.999348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1453113158276303,"score_gpt":0.3808901862265772,"score_spread":0.2355788703989469,"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."}}