{"id":"W3123802105","doi":"10.20944/preprints202010.0453.v2","title":"Oocyte Selection for <em>in vitro</em> embryo Production in Bovine Species: Non-Invasive Approaches for the New Challenges of Oocyte Competence","year":2020,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Cegep de Saint Hyacinthe","funders":"","keywords":"Oocyte; Blastocyst; Biology; In vitro fertilisation; Zygote; Embryo; Human fertilization; Andrology; Antral follicle; In vitro maturation; Reproductive technology; Cell biology; Embryogenesis; Genetics; Ovary; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002591321,0.0006143583,0.00139878,0.0002906423,0.0001355384,0.00001271391,0.0006132437,0.0006311685,0.00005033746],"category_scores_gemma":[0.004778569,0.000507054,0.0004631577,0.0003756558,0.0003464497,0.0001315477,0.0006749767,0.001176422,0.00002799692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004597209,"about_ca_system_score_gemma":0.0008043743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009951605,"about_ca_topic_score_gemma":0.000625959,"domain_scores_codex":[0.9950817,0.0002937159,0.001159316,0.002510758,0.000377325,0.0005771385],"domain_scores_gemma":[0.9964238,0.0005074518,0.0007473119,0.001672649,0.0004938977,0.0001548941],"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":[0.08505996,0.001523157,0.05399078,0.007353904,0.001143507,0.000007607165,0.01376089,0.001764758,0.8188714,0.0005667479,0.0003042043,0.01565311],"study_design_scores_gemma":[0.001374553,0.0002619635,0.6234183,0.0003449284,0.0001961652,0.00001515719,0.0008109146,0.00121475,0.3685635,0.002260629,0.001232169,0.0003069204],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709696,0.003237735,0.003631849,0.01050449,0.00126063,0.009448089,0.00005968097,0.0001218251,0.0007661107],"genre_scores_gemma":[0.9915601,0.001603839,0.002006188,0.00007824921,0.001613181,0.001650353,0.0001574561,0.00006575721,0.001264857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5694275,"threshold_uncertainty_score":0.9997381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1661570896996998,"score_gpt":0.3206945245946786,"score_spread":0.1545374348949788,"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."}}