{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001691973,0.00004496689,0.0001181545,0.0000420481,0.00007284264,8.5069e-7,0.00004267761,0.00001763468,0.0003042353],"category_scores_gemma":[0.00007439309,0.0000365549,0.00003713134,0.0001046689,0.00005065386,0.00001627461,0.00004759944,0.00007496778,0.000006318776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001967667,"about_ca_system_score_gemma":0.00002462947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000460587,"about_ca_topic_score_gemma":0.000001313613,"domain_scores_codex":[0.9995763,0.00006009904,0.0001166917,0.0001316679,0.00005596971,0.00005925294],"domain_scores_gemma":[0.9997214,0.00001776161,0.00004590033,0.0001640854,0.00003645533,0.00001440314],"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":[0.0007800734,0.0001442149,0.2131792,0.00002375254,0.00003265203,0.000003770696,0.000159827,0.000006010982,0.7828506,0.0000272432,0.001434408,0.001358247],"study_design_scores_gemma":[0.0003066002,0.0001552585,0.9098142,0.000002496012,0.00002078521,0.00006343225,0.00003664618,0.0003012551,0.08603211,0.0001184164,0.003115549,0.00003326573],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979749,0.0006604394,0.00001392233,0.0003925632,0.0001184381,0.0001160616,0.00001568031,0.0001111322,0.0005969084],"genre_scores_gemma":[0.9991096,0.000002906083,0.000299255,0.00009130474,0.00003113146,0.00001077335,0.00007810934,0.000004217042,0.0003727357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6968185,"threshold_uncertainty_score":0.3331164,"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."}}