{"id":"W4239417395","doi":"10.21203/rs.3.rs-21535/v1","title":"Ovarian Cancer: Diagnostic Accuracy and Tumor Types Distribution in East Africa compared to North America","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Ovarian cancer; Distribution (mathematics); Geography; Cancer; Oncology; Medicine; Demography; Internal medicine; Sociology; Mathematics","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":[0.0009395477,0.0001635582,0.0001787978,0.001748801,0.0003125425,0.0005516636,0.0001978623,0.0001827102,0.001203323],"category_scores_gemma":[0.003273861,0.0001469684,0.0001565816,0.001484134,0.0003673953,0.000437847,0.0005091478,0.0001250732,0.0001281766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004119608,"about_ca_system_score_gemma":0.000325514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01399502,"about_ca_topic_score_gemma":0.01514803,"domain_scores_codex":[0.9992465,0.0002851612,0.00008554411,0.0001768631,0.00008666951,0.0001192874],"domain_scores_gemma":[0.9979709,0.0007548371,0.0008420037,0.00009189275,0.0002345031,0.0001059013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008384792,0.000007029853,0.9948695,0.00003316748,0.00003461644,0.0001092897,0.0004753898,0.00003130379,0.0004066649,0.0000301833,0.00006956191,0.003849446],"study_design_scores_gemma":[0.000003279348,0.00002506098,0.9971135,0.00003647009,0.00002851434,0.0005938104,0.001459451,0.000150651,0.0001626757,0.00002900028,0.000394299,0.000003322411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983815,0.0008031573,0.00007914517,0.00004634432,0.000003965449,0.000005941262,0.0002152226,0.000001491034,0.0004633529],"genre_scores_gemma":[0.9994498,0.0003112185,0.00007544946,0.00001295418,0.000004560115,0.000004797825,0.00008754044,9.135464e-7,0.00005278405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01399502,"threshold_uncertainty_score":0.02782714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08762684597288126,"score_gpt":0.393122494101473,"score_spread":0.3054956481285918,"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."}}