{"id":"W4391277257","doi":"10.54097/jhenwt17","title":"Applications of CA125 in Ovarian Cancer","year":2023,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ovarian cancer; Medicine; Oncology; Computer science; Cancer; Internal medicine","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":[0.0003062655,0.00007947762,0.000162125,0.001697151,0.00006243141,0.000004464411,0.0002641311,0.0001481917,0.00001173261],"category_scores_gemma":[0.00005494338,0.00007049105,0.00001071206,0.003162669,0.0004872521,0.00006642574,0.00007669551,0.0001590207,0.00005290304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003087684,"about_ca_system_score_gemma":0.00006786313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001346018,"about_ca_topic_score_gemma":0.00002594032,"domain_scores_codex":[0.9992756,0.00001127956,0.0001903976,0.0002048673,0.00002600324,0.0002918218],"domain_scores_gemma":[0.9996698,0.00006463967,0.00003238923,0.0001999893,0.00002672716,0.000006487378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001082251,0.0000213443,0.002149955,0.000009873805,0.000005986092,0.000002549637,0.0002202614,0.000141787,0.9332773,0.05826889,0.00001897703,0.005872234],"study_design_scores_gemma":[0.0009363086,0.00006917355,0.04165996,0.0001076554,0.00000367051,0.00002532979,0.0002556999,0.0002277165,0.8699095,0.0007255072,0.08587976,0.0001996892],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939266,0.003991208,0.0001640037,0.001243012,0.0002633426,0.0001656323,0.000005950189,0.000137975,0.0001023036],"genre_scores_gemma":[0.9982526,0.001231058,0.0001019165,0.000005023538,0.000003756933,0.0001178233,0.000001632892,0.00000566233,0.0002805147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08586078,"threshold_uncertainty_score":0.2874542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006029520912417061,"score_gpt":0.2386453812686493,"score_spread":0.2326158603562322,"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."}}