{"id":"W4403109291","doi":"10.1016/j.jogoh.2024.102860","title":"GD2 and GD3 gangliosides as prognostic biomarkers in high grade serous ovarian cancer","year":2024,"lang":"en","type":"article","venue":"Journal of Gynecology Obstetrics and Human Reproduction","topic":"Glycosylation and Glycoproteins Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Canadian Institutes of Health Research; Israel Cancer Research Fund","keywords":"Medicine; Serous ovarian cancer; Ovarian cancer; Oncology; Serous fluid; Internal medicine; Pathology; Cancer research; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005714635,0.0001030768,0.0001577184,0.0004538924,0.00009580619,0.00007504972,0.00006737816,0.0001468392,0.00003462276],"category_scores_gemma":[0.001573052,0.00009030989,0.0000390071,0.0003080714,0.0001088602,0.00001511905,0.00005244159,0.0002246634,0.000001644403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004940711,"about_ca_system_score_gemma":0.00009704151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001001894,"about_ca_topic_score_gemma":0.0001318909,"domain_scores_codex":[0.9989719,0.0000870638,0.0003049086,0.0003290482,0.0001380829,0.0001689373],"domain_scores_gemma":[0.9994327,0.0001011677,0.0001094658,0.0001369018,0.0001423875,0.00007738194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004001381,0.0005516113,0.2332009,0.0006472451,0.0009369483,0.001077111,0.0008243712,0.0002684002,0.5724564,0.004912069,0.003729132,0.1809957],"study_design_scores_gemma":[0.004205833,0.005576072,0.7943166,0.0002756228,0.0002206281,0.00242499,0.0006705315,0.0002047398,0.06752554,0.009638312,0.1142365,0.0007045918],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796168,0.01779898,0.00002536822,0.00139625,0.0008868731,0.0001888364,0.000002524426,0.00000590821,0.00007850931],"genre_scores_gemma":[0.9964882,0.002509771,0.0001428236,0.00004054207,0.000281974,0.00001112036,0.00000736678,0.0000140199,0.0005042063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5611157,"threshold_uncertainty_score":0.368273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016775773649372,"score_gpt":0.2990728310414913,"score_spread":0.2822970573921194,"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."}}