{"id":"W2936922671","doi":"10.1007/s12029-019-00235-8","title":"Are We Choosing Surveillance Imaging in Gastric and Pancreatic Cancers Wisely? A Population-Based Study","year":2019,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Cancer","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Medicine; Pancreatic cancer; Cancer registry; Cohort; Incidence (geometry); Population; Internal medicine; Cumulative incidence; Cancer; Pancreas; Radiology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001701944,0.0003053746,0.000821072,0.0009559405,0.001172854,0.001537911,0.0008810527,0.001927091,0.002741852],"category_scores_gemma":[0.009146349,0.0006204661,0.001157133,0.002779041,0.0007960287,0.002193899,0.0007043227,0.00203347,0.0004495046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000464417,"about_ca_system_score_gemma":0.000687607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007396436,"about_ca_topic_score_gemma":0.009924276,"domain_scores_codex":[0.9979452,0.000660379,0.0002577262,0.0004503581,0.0003083673,0.0003779756],"domain_scores_gemma":[0.9952635,0.001086593,0.002166221,0.0003404831,0.0004222207,0.0007210103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001224823,0.00008861677,0.9976946,0.00001327471,0.0001472659,0.00007636103,0.0002738192,0.00001188721,0.00006120878,0.00003931621,0.0002269212,0.001244295],"study_design_scores_gemma":[0.00002606566,0.0002028537,0.9964232,0.00003204342,0.000178011,0.00046688,0.001928985,0.0001347706,0.00001919064,0.0001282653,0.00044337,0.00001624867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968517,0.0009852835,0.0001148724,0.0007576729,0.00004184342,0.00001277258,0.0002731856,0.000002529971,0.0009600187],"genre_scores_gemma":[0.9988903,0.0002693364,0.00005986038,0.0004125001,0.00004476209,0.000009180113,0.0001832365,0.000003422705,0.0001273003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007396436,"threshold_uncertainty_score":0.01470673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03123892064038895,"score_gpt":0.3490300395810259,"score_spread":0.3177911189406369,"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."}}