{"id":"W3179747245","doi":"10.14740/wjon1389","title":"Breast Cancer in Jamaica: Stage, Grade and Molecular Subtype Distributions Across Age Blocks, the Implications for Screening and Treatment","year":2021,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Stage (stratigraphy); Incidence (geometry); Confidence interval; Cancer registry; Cancer; Lymph node; Population; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001197068,0.0001062355,0.000206232,0.00002703566,0.0001573991,0.00001857902,0.00006347727,0.00005100544,0.000005235323],"category_scores_gemma":[0.00002633637,0.00007603519,0.00006712255,0.0001172577,0.0001525536,0.000004100011,0.00007322922,0.00007720205,4.941373e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013468,"about_ca_system_score_gemma":0.0001642669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007977823,"about_ca_topic_score_gemma":0.006219583,"domain_scores_codex":[0.9993411,0.0000646505,0.000204633,0.0001626369,0.00003777112,0.0001892587],"domain_scores_gemma":[0.9994701,0.00008195492,0.0001412794,0.0001208339,0.0001268077,0.00005907573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001074899,0.001079021,0.5066128,0.00003057445,0.001966721,0.0002954275,0.0009287769,0.0003402763,0.1359565,0.00260383,0.002561763,0.3465493],"study_design_scores_gemma":[0.003839697,0.0003398433,0.8879259,0.00003041808,0.0001914644,0.00103386,0.0004627225,0.00000611851,0.007695237,0.0003101311,0.09802993,0.0001346572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950557,0.01240904,0.001306809,0.0345688,0.00009205566,0.0001870496,0.000817392,0.000002352826,0.00005951253],"genre_scores_gemma":[0.9954706,0.002968254,0.0009536166,0.0002111108,0.0001275576,0.00006690218,0.00003288554,0.000008944083,0.0001601255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3813131,"threshold_uncertainty_score":0.3470674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02475695655098458,"score_gpt":0.350254159830406,"score_spread":0.3254972032794214,"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."}}