{"id":"W2811128807","doi":"10.1017/s0967199418000138","title":"Human cumulus cell sensitivity to vitrification, an ultrastructural study","year":2018,"lang":"en","type":"article","venue":"Zygote","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"Università degli Studi dell'Aquila; Sapienza Università di Roma","keywords":"Vitrification; Oocyte; Lipid droplet; Ultrastructure; Cell biology; Vacuole; Intracytoplasmic sperm injection; Organelle; Gamete; Endoplasmic reticulum; Chemistry; Golgi apparatus; Sperm; Cytoplasm; Andrology; Biology; Anatomy; Embryo; Botany; In vitro fertilisation; 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":[],"consensus_categories":[],"category_scores_codex":[0.000479924,0.0001048108,0.0001781144,0.00004514126,0.0001822913,0.000007929922,0.00005413695,0.00005998054,0.00009906771],"category_scores_gemma":[0.0001159559,0.0000834391,0.00003008114,0.0001313267,0.0001386738,0.0000624211,0.00002196772,0.000123272,0.0001834886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003319894,"about_ca_system_score_gemma":0.00002361969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001559647,"about_ca_topic_score_gemma":0.0000829311,"domain_scores_codex":[0.9989437,0.0001735864,0.0001523489,0.0004564481,0.0001026141,0.000171277],"domain_scores_gemma":[0.9989442,0.00001265387,0.00003748955,0.0006421182,0.000226476,0.0001371257],"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":[0.0007571653,0.0004890643,0.207392,0.000006727733,0.00002188629,0.00001458907,0.002091657,6.446573e-7,0.7866183,0.00001428319,0.0003824142,0.002211235],"study_design_scores_gemma":[0.0004263958,0.001247966,0.8853264,0.000002175427,0.00002948576,0.00001835973,0.0003020733,0.00001329324,0.1119835,0.00007227035,0.0004985022,0.00007946522],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972835,0.000006807461,0.0002579092,0.0003289881,0.0002123943,0.0005783138,0.000004945385,0.00007474613,0.001252446],"genre_scores_gemma":[0.9977235,1.251526e-7,0.0005401786,0.0002966639,0.0006570721,0.000006934902,0.00001415368,0.000009126253,0.000752227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6779345,"threshold_uncertainty_score":0.3402548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03068389779230745,"score_gpt":0.3423385909930604,"score_spread":0.311654693200753,"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."}}