{"id":"W4362460253","doi":"10.1080/14647273.2023.2193907","title":"DuoStim protocol- a novel fertility preservation strategy for female oncology patients","year":2023,"lang":"en","type":"article","venue":"Human Fertility","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital Centre","funders":"","keywords":"Fertility preservation; Medicine; Ovarian hyperstimulation syndrome; Gynecology; Fertility; Oocyte cryopreservation; Ovarian tissue cryopreservation; Medical record; Oncofertility; Retrospective cohort study; Oncology; Assisted reproductive technology; Internal medicine; Pregnancy; In vitro fertilisation; Infertility; Population; Biology","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":[0.001452427,0.0002758393,0.0005538605,0.0001086051,0.0003749523,0.00001847087,0.000201779,0.0003602107,0.0002463007],"category_scores_gemma":[0.001452943,0.0002329831,0.0002126105,0.0003488175,0.0003337426,0.0002310794,0.0001350418,0.0003210087,0.00008242368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002655798,"about_ca_system_score_gemma":0.0002292592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007608334,"about_ca_topic_score_gemma":0.00007702359,"domain_scores_codex":[0.9972809,0.0001736222,0.0007048019,0.001024899,0.0002613437,0.0005544134],"domain_scores_gemma":[0.9977344,0.0001615584,0.000188409,0.001001467,0.0007255122,0.0001886273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04309627,0.00524349,0.9118172,0.001240587,0.000162322,0.000005270801,0.0005778492,0.00001828164,0.02423753,0.0002450466,0.002640157,0.01071602],"study_design_scores_gemma":[0.00429965,0.001889686,0.9774858,0.00002497039,0.00004960748,8.321032e-7,0.00005274835,0.0004758117,0.00356037,0.002713043,0.009266565,0.0001809577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9363962,0.000005353856,0.0003354347,0.0003531142,0.0001217719,0.05929301,0.00009451586,0.0003519428,0.003048687],"genre_scores_gemma":[0.9467064,2.081127e-7,0.0001859803,0.0001588716,0.0001167637,0.05071503,0.0005679195,0.00002531729,0.001523551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06566859,"threshold_uncertainty_score":0.9500773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1867795207768663,"score_gpt":0.4225877956974121,"score_spread":0.2358082749205457,"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."}}