{"id":"W4291890953","doi":"10.3390/mi13081301","title":"Automated Denudation of Oocytes","year":2022,"lang":"en","type":"article","venue":"Micromachines","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; Canada Research Chairs","keywords":"Denudation; Intracytoplasmic sperm injection; Oocyte; Biomedical engineering; Geology; Biology; Cell biology; Engineering; In vitro fertilisation; Embryo","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000366668,0.0004531699,0.0004854623,0.0006257119,0.0004429963,0.0005567067,0.0006484931,0.000436788,0.001240941],"category_scores_gemma":[0.0006621936,0.0003165525,0.0004347169,0.0002644299,0.0004183157,0.0004616635,0.0009058966,0.0005035832,0.0006607415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003215285,"about_ca_system_score_gemma":0.0005232667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001238525,"about_ca_topic_score_gemma":0.002289471,"domain_scores_codex":[0.9993278,0.00005114054,0.0000434934,0.0001949776,0.0003280071,0.00005467013],"domain_scores_gemma":[0.9996096,0.00008457378,0.0001021565,0.00008851455,0.00009437848,0.00002082124],"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":[0.00005016364,0.000022049,0.00110406,0.0001895168,0.00002069154,0.0001316875,0.0001198642,0.001140033,0.9208733,0.001085581,0.0007436316,0.07451943],"study_design_scores_gemma":[0.00002799732,0.0003175862,0.0109073,0.00004069688,0.00004293596,0.001054883,0.00008125746,0.01761003,0.9281222,0.0004800396,0.04125291,0.00006212094],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3049572,0.007042556,0.6744092,0.000407503,0.000286385,0.0004683908,0.0003970139,0.003209466,0.008822294],"genre_scores_gemma":[0.6407538,0.005663661,0.3405364,0.0004426212,0.0001304194,0.0004221995,0.001118578,0.0004058019,0.01052652],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001240941,"threshold_uncertainty_score":0.004151344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413441757665617,"score_gpt":0.2901014828705566,"score_spread":0.2759670652939004,"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."}}