{"id":"W159199421","doi":"10.3332/ecancer.2014.ed33","title":"ecancermedicalscience","year":2016,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women's College Hospital","funders":"","keywords":"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":[0.0008662644,0.0001941103,0.000333099,0.0001242913,0.0002157712,0.00002843922,0.0005290644,0.0001075339,0.003306694],"category_scores_gemma":[0.001380073,0.0001084041,0.0001173811,0.0009360546,0.002026686,0.000401241,0.00013612,0.0001743748,0.0005031729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003927299,"about_ca_system_score_gemma":0.001234237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006263059,"about_ca_topic_score_gemma":0.00002088705,"domain_scores_codex":[0.9963973,0.00003277896,0.0003917766,0.0007155348,0.00164044,0.0008221943],"domain_scores_gemma":[0.9981147,0.0001664205,0.0001090098,0.0005411416,0.0001713987,0.0008973439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001842622,0.0001124959,0.07837573,0.00004183095,0.00002009482,0.0002653157,0.0001723496,0.000002142031,0.06380048,0.005615328,0.04268455,0.8087254],"study_design_scores_gemma":[0.004862828,0.001382951,0.4083208,0.002837354,0.00008838852,0.001242248,0.0002219976,0.0006599475,0.02762165,0.006092005,0.5456975,0.0009723929],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7232575,0.002182467,0.06898867,0.08277395,0.002968697,0.0009302856,0.00003369397,0.00079271,0.118072],"genre_scores_gemma":[0.9872906,0.0005347879,0.001936165,0.006559256,0.000531135,0.0000502589,7.500507e-7,0.00001326749,0.003083816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.807753,"threshold_uncertainty_score":0.9976044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07077332423213224,"score_gpt":0.3697554216689999,"score_spread":0.2989820974368677,"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."}}