{"id":"W4252522885","doi":"10.20944/preprints202010.0453.v1","title":"Oocyte Selection for in Vitro Embryo Production in Livestock 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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Cegep de Saint Hyacinthe","funders":"","keywords":"Oocyte; Biology; Blastocyst; In vitro fertilisation; Zygote; Human fertilization; Embryo; In vitro maturation; Andrology; Cell biology; Evolutionary biology; Biotechnology; Embryogenesis; Genetics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001613875,0.0004024935,0.0008182688,0.0007765568,0.0002935987,0.001244724,0.00043729,0.0006064594,0.00199777],"category_scores_gemma":[0.001187151,0.0001816009,0.0004392821,0.0005715831,0.0006293533,0.0007504606,0.0005923615,0.000837544,0.0007858172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004018293,"about_ca_system_score_gemma":0.0004552391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004305144,"about_ca_topic_score_gemma":0.0008217969,"domain_scores_codex":[0.9991333,0.0002409187,0.00004778073,0.0001400109,0.0003873963,0.00005064412],"domain_scores_gemma":[0.9991831,0.0004110558,0.000160466,0.0000577521,0.0001352263,0.00005248018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001929542,0.00005982599,0.003283707,0.002270238,0.0000585388,0.0006112056,0.0002632382,0.0002638016,0.8767952,0.002097714,0.0008929141,0.1132106],"study_design_scores_gemma":[0.00005887432,0.001584691,0.05126085,0.0009943792,0.0003768415,0.007112308,0.0007790879,0.003063214,0.7957671,0.003891533,0.1350095,0.0001016093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.272456,0.4675983,0.22344,0.004148548,0.0009999712,0.0004814001,0.0007124838,0.0005567711,0.02960649],"genre_scores_gemma":[0.5817477,0.2300603,0.1700649,0.001531224,0.0007264466,0.0003119049,0.00104213,0.0003279292,0.0141875],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00199777,"threshold_uncertainty_score":0.008535087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2646570546699365,"score_gpt":0.3451930088281424,"score_spread":0.08053595415820591,"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."}}