{"id":"W3196067935","doi":"10.1093/humrep/deab130.708","title":"P–709 Dual stimulation in-vitro-maturation (Duostim IVM) for overcoming oocyte maturation arrest, resulting in embryo transfer and livebirth","year":2021,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Oocyte; Andrology; Follicular phase; Luteal phase; In vitro maturation; Letrozole; Embryo transfer; In vitro fertilisation; Cryopreservation; Embryo; Antral follicle; Oocyte cryopreservation; Biology; Gynecology; Medicine; Fertility preservation; Internal medicine; Endocrinology; Population; Cell biology; Fertility","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":[0.0009576514,0.0001590176,0.0002894984,0.0001684765,0.0001686045,0.00003075087,0.00002239737,0.0001727289,0.00001081389],"category_scores_gemma":[0.001036414,0.0001606782,0.00005317489,0.0002403768,0.00006934704,0.0003081098,0.00001684569,0.0002761274,0.000001944255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001457785,"about_ca_system_score_gemma":0.00005497613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004922499,"about_ca_topic_score_gemma":0.00009815105,"domain_scores_codex":[0.9980497,0.0001617617,0.0004985548,0.0009515853,0.0001322878,0.0002061592],"domain_scores_gemma":[0.999173,0.00007237338,0.00008054019,0.0004131424,0.0002222201,0.0000386637],"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":[0.01361585,0.0001728467,0.005696917,0.0001870702,0.00002158893,0.00001445097,0.001408705,0.0003241265,0.9684891,0.0001072644,0.00002663284,0.009935455],"study_design_scores_gemma":[0.001627036,0.0001139191,0.7880482,0.00008803381,0.00003859839,0.00005340848,0.000227688,0.001379233,0.2074193,0.0007004922,0.0001750064,0.0001290959],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961423,0.0006892353,0.0007181094,0.0008682964,0.0004556947,0.0009011005,0.000005533948,0.00005573635,0.0001639575],"genre_scores_gemma":[0.9971492,0.00003216232,0.001068249,0.00004644232,0.0008479725,0.00005492502,0.0004540148,0.000018045,0.0003289704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7823513,"threshold_uncertainty_score":0.6552269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03792394573660417,"score_gpt":0.3091472251297188,"score_spread":0.2712232793931146,"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."}}