{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001375554,0.0003867194,0.0006841237,0.0005647872,0.0002883127,0.001125002,0.0004127542,0.0005319461,0.002602096],"category_scores_gemma":[0.0009349781,0.0001935735,0.000413634,0.0005100219,0.0005036547,0.0006452076,0.000455271,0.0006950275,0.001154961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003800997,"about_ca_system_score_gemma":0.000436225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007695155,"about_ca_topic_score_gemma":0.001276753,"domain_scores_codex":[0.9994627,0.0001401835,0.00003959717,0.0000871883,0.0002274546,0.00004301924],"domain_scores_gemma":[0.999466,0.0002119031,0.0001216841,0.00004810999,0.0001033381,0.00004899483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001818801,0.00005121813,0.002500318,0.001550173,0.0000410485,0.0005918394,0.0001989434,0.0002379922,0.9162862,0.001057615,0.001240474,0.07606239],"study_design_scores_gemma":[0.00005884428,0.00112452,0.05180604,0.000762519,0.0003239659,0.006139242,0.0005480918,0.002812613,0.8157451,0.001764497,0.1188447,0.00006997286],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.3819435,0.3622326,0.2077715,0.003930124,0.001078101,0.0004832909,0.001163256,0.0008318966,0.04056571],"genre_scores_gemma":[0.6512513,0.1734951,0.1516816,0.001583571,0.0006766934,0.00026505,0.00191196,0.0005719148,0.01856289],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002602096,"threshold_uncertainty_score":0.008704901,"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."}}