{"id":"W2610391635","doi":"10.1111/his.13248","title":"High‐grade serous carcinoma of tubo‐ovarian origin: recent developments","year":2017,"lang":"en","type":"review","venue":"Histopathology","topic":"Ovarian cancer diagnosis and treatment","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Serous fluid; Serous carcinoma; Ovarian carcinoma; Carcinoma; Medicine; Serous membrane; Ovary; Gynecology; Pathology; Internal medicine; Ovarian cancer; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002673444,0.0005856833,0.003488552,0.0003382886,0.0001387101,0.00001272788,0.0003601972,0.0005824683,0.0003666808],"category_scores_gemma":[0.00008936492,0.0004673185,0.0004524785,0.000159611,0.0002072734,0.00003460182,0.0001336344,0.0004240934,0.000249026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188304,"about_ca_system_score_gemma":0.001818472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002015918,"about_ca_topic_score_gemma":0.00003491027,"domain_scores_codex":[0.9973109,0.0001772824,0.0009643916,0.0008044674,0.0002770394,0.0004659534],"domain_scores_gemma":[0.997218,0.00007042081,0.0009660349,0.001384623,0.0001474465,0.0002134692],"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":[0.00002833273,0.0004877841,0.002159325,0.007710556,0.0001381649,0.003111914,0.00009742529,3.802337e-8,9.087559e-7,0.0009938434,0.003444238,0.9818275],"study_design_scores_gemma":[0.001381205,0.0003527355,0.0151112,0.004277042,0.002378888,0.001648928,0.000002613282,5.599249e-8,0.00000492514,0.0000364715,0.9744881,0.0003178811],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001238068,0.991758,0.000008866314,0.0003496771,0.002631174,0.001130507,0.0001225163,0.00004060795,0.003834788],"genre_scores_gemma":[0.0003984389,0.9927413,0.002657024,0.0001208242,0.0003521194,0.0003765626,0.0004731174,0.00009595273,0.002784702],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9815096,"threshold_uncertainty_score":0.9997779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1684825694666475,"score_gpt":0.3881662413640443,"score_spread":0.2196836718973968,"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."}}