{"id":"W3043539166","doi":"10.1186/s13000-020-01000-3","title":"Ovarian cancer: diagnostic accuracy and tumor types distribution in East Africa compared to North America","year":2020,"lang":"en","type":"article","venue":"Diagnostic Pathology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Red Cross Society; Foothills Medical Centre; University of Calgary","funders":"","keywords":"Ovarian cancer; Medicine; Germ cell tumors; Population; Ovarian carcinoma; Cancer; Ovary; Pathology; H&E stain; Oncology; Immunohistochemistry; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005207301,0.0002602146,0.0006175158,0.0000794684,0.00006864544,0.00002452567,0.000105883,0.00006469969,0.0001660954],"category_scores_gemma":[0.006091347,0.0002375,0.00005735987,0.000547896,0.0001112944,0.00005917617,0.0001085174,0.0002053211,0.0001680683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001662037,"about_ca_system_score_gemma":0.0001534616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003815239,"about_ca_topic_score_gemma":0.0003352609,"domain_scores_codex":[0.9983122,0.0000997497,0.0003630754,0.0006059532,0.0001629193,0.0004561196],"domain_scores_gemma":[0.9971667,0.001929765,0.0001072088,0.0002530692,0.00007493606,0.0004683418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002482886,0.0005566886,0.9599761,0.0001045407,0.00007370364,0.00449862,0.003015136,0.0003284144,0.00009777662,0.000175563,0.006610371,0.02431482],"study_design_scores_gemma":[0.002483947,0.0006992892,0.9720594,0.0001782203,0.000221388,0.00007715065,0.000181536,0.0002620298,0.00008615691,0.00004093793,0.02347385,0.0002361513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604529,0.002960821,0.0006209447,0.03326418,0.000241154,0.001244441,0.0008928758,0.00008733838,0.0002353138],"genre_scores_gemma":[0.9927817,0.001060701,0.0003420459,0.004441762,0.0002193937,0.0007597911,0.0003612557,0.00002676924,0.000006565024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03232879,"threshold_uncertainty_score":0.968497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02701060110135978,"score_gpt":0.2751404902403675,"score_spread":0.2481298891390077,"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."}}