{"id":"W4361282564","doi":"10.1101/2023.03.27.534477","title":"Improved rescue of immature oocytes obtained from conventional gonadotropin stimulation cycles via human induced pluripotent stem cell-derived ovarian support cell co-culture","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hansjörg Wyss Institute for Biologically Inspired Engineering, Harvard University; York University; Harvard University","keywords":"In vitro maturation; Germinal vesicle; Oocyte; Andrology; Human chorionic gonadotropin; Biology; Induced pluripotent stem cell; Fertility preservation; Internal medicine; Embryo; Endocrinology; Cell biology; Medicine; Embryonic stem cell; Population; Hormone; Fertility; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001461446,0.000187214,0.0003162053,0.0001523626,0.00007720675,0.0002085647,0.0001710312,0.000134044,0.00184285],"category_scores_gemma":[0.0002019333,0.00005184586,0.0001762015,0.0001163734,0.00009817727,0.00008028881,0.0001987711,0.0002424473,0.0002868218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001007784,"about_ca_system_score_gemma":0.0001964402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002791414,"about_ca_topic_score_gemma":0.0005306749,"domain_scores_codex":[0.999897,0.00001154776,0.00001385362,0.0000204281,0.00004389486,0.0000133508],"domain_scores_gemma":[0.9999237,0.00001525972,0.00002342151,0.000007689727,0.00001612181,0.00001384425],"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":[0.0002467187,0.00003686014,0.001481463,0.0001008709,0.000006536869,0.00009359236,0.00003161324,0.00006083519,0.9929345,0.0000687088,0.0001401151,0.004798144],"study_design_scores_gemma":[0.00007936572,0.001710217,0.01815736,0.00003040504,0.00005464139,0.000616711,0.000111048,0.001171726,0.9709277,0.00007103051,0.007062964,0.000006867768],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930772,0.001109137,0.003579249,0.00005858143,0.00004138004,0.00009428177,0.0003902493,0.00004420874,0.001605688],"genre_scores_gemma":[0.9931734,0.0005591818,0.003421338,0.00003447711,0.00001627582,0.00008312007,0.0008252491,0.00001509102,0.001871835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00184285,"threshold_uncertainty_score":0.006164968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384777704130719,"score_gpt":0.2571403724340636,"score_spread":0.2332925953927564,"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."}}