{"id":"W4386624729","doi":"10.1093/humupd/dmad025","title":"Transcriptomic integrity of human oocytes used in ARTs: technical and intrinsic factor effects","year":2023,"lang":"en","type":"review","venue":"Human Reproduction Update","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Transcriptome; Oocyte; Polycystic ovary; Infertility; Context (archaeology); Biology; Reproductive technology; Fertility preservation; Bioinformatics; Medicine; Fertility; Pregnancy; Embryo; Genetics; Endocrinology; Insulin resistance; Population; Obesity; Environmental health; Cryopreservation; Gene; Gene expression","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":[0.006053954,0.0004096055,0.002381206,0.00321431,0.0005781154,0.002125013,0.0007759926,0.001004004,0.00536847],"category_scores_gemma":[0.01356242,0.00021066,0.002366947,0.005080804,0.0007784227,0.001339793,0.0008358016,0.0006003687,0.0005995878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187841,"about_ca_system_score_gemma":0.003616426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002062347,"about_ca_topic_score_gemma":0.00576914,"domain_scores_codex":[0.9961115,0.001114866,0.001144145,0.0004709629,0.0009897965,0.0001688841],"domain_scores_gemma":[0.9846503,0.0114405,0.002136506,0.0002676337,0.001402929,0.0001021029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001485078,0.00008635042,0.01762012,0.5995626,0.004190535,0.001364667,0.001026004,0.0002858517,0.01208347,0.002198045,0.009921551,0.3501758],"study_design_scores_gemma":[0.000395754,0.002759955,0.1569552,0.3320267,0.04205579,0.009916466,0.004248578,0.0004944515,0.02051092,0.007114723,0.4232325,0.0002889503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01259492,0.9775823,0.0008126975,0.001408839,0.0002576971,0.0002162582,0.00447316,0.0000157576,0.002638465],"genre_scores_gemma":[0.0943343,0.8925012,0.004337563,0.002511141,0.000275018,0.00070654,0.004232829,0.00003275062,0.001068581],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006053954,"threshold_uncertainty_score":0.03201675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1512236000855126,"score_gpt":0.3988271270911517,"score_spread":0.2476035270056391,"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."}}