{"id":"W3162236827","doi":"10.1002/ijc.33679","title":"Population‐based cancer staging for oesophageal, gastric, and pancreatic cancer 2012‐2014: International Cancer Benchmarking Partnership <scp>SurvMark</scp>‐2","year":2021,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; CancerCare Manitoba; University of Toronto","funders":"Cancer Council Victoria; Cancer Institute NSW; Cancer Research UK; World Health Organization; Kreftforeningen; Kræftens Bekæmpelse","keywords":"Stage (stratigraphy); Medicine; Benchmarking; Cancer; Pancreatic cancer; Epidemiology; Cancer registry; Population; Colorectal cancer; Oncology; Internal medicine; Environmental health; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01628249,0.0004860492,0.0004916576,0.005192616,0.0009793852,0.001538738,0.001851446,0.0002392474,0.002658542],"category_scores_gemma":[0.02329679,0.0002295551,0.000752821,0.01556927,0.0004362048,0.0008088648,0.001987573,0.001084259,0.0008016896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01163928,"about_ca_system_score_gemma":0.03931287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7179582,"about_ca_topic_score_gemma":0.7393441,"domain_scores_codex":[0.993768,0.001636603,0.0007464383,0.0005611715,0.002495452,0.0007923344],"domain_scores_gemma":[0.9757794,0.001241657,0.002547201,0.001808127,0.01703487,0.001588626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001408481,0.00007492179,0.4712227,0.0006724672,0.0001852284,0.00003847312,0.000805479,0.003642088,0.0004153036,0.005779391,0.2665347,0.2504885],"study_design_scores_gemma":[0.00004230476,0.0000880068,0.8487167,0.0006663276,0.0001265059,0.00009766468,0.001275171,0.004544785,0.000758414,0.001037941,0.1425877,0.00005840708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2642942,0.01725651,0.07730088,0.03363246,0.003129348,0.006076104,0.4426338,0.003916398,0.1517603],"genre_scores_gemma":[0.5161074,0.007016714,0.04741168,0.001906553,0.0002980428,0.002327025,0.4139351,0.0004821565,0.01051533],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7179582,"threshold_uncertainty_score":0.5674056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06332063778070086,"score_gpt":0.3987118174008732,"score_spread":0.3353911796201723,"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."}}