{"id":"W3124357144","doi":"10.1002/ijc.33484","title":"Contemporary management of breast cancer in Nigeria: Insights from an institutional database","year":2021,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Cancer Institute","keywords":"Medicine; Breast cancer; Internal medicine; Radiation therapy; Cohort; Stage (stratigraphy); Disease; Cancer; Cancer registry; Oncology; Database; Chemotherapy; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.00009848744,0.0000932135,0.00025304,0.0001408321,0.00001627055,0.0000188338,0.0002089152,0.00004126376,0.0008785744],"category_scores_gemma":[0.00001261779,0.000080743,0.00008720218,0.0001512001,0.00005729964,0.0005078456,0.00006423355,0.0001838852,0.000001702123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003583766,"about_ca_system_score_gemma":0.001000007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001534121,"about_ca_topic_score_gemma":0.001056872,"domain_scores_codex":[0.9984159,0.0000321669,0.0005176265,0.0001471872,0.0007999174,0.00008723689],"domain_scores_gemma":[0.9985752,0.00001890837,0.0002837529,0.0001164946,0.0009022623,0.0001034308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006630301,0.0008936179,0.8681709,0.000121167,0.003215812,0.01659125,0.0009088343,0.003268866,0.03611742,0.002761723,0.004430815,0.05688935],"study_design_scores_gemma":[0.005109298,0.00007360961,0.9712545,0.004365948,0.0001127937,0.0004045187,0.0009299011,0.0002305379,0.007392531,0.0005671876,0.009413222,0.0001459125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790317,0.01359633,0.0004070819,0.002880481,0.00142814,0.00006468453,0.0004623643,0.000004057451,0.002125193],"genre_scores_gemma":[0.9953096,0.002155162,0.0007080917,0.001024133,0.0006688465,0.000006852581,0.00005525,0.000007043925,0.00006502309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1030837,"threshold_uncertainty_score":0.9619774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05969506042030739,"score_gpt":0.3869108253670174,"score_spread":0.32721576494671,"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."}}