{"id":"W4292080751","doi":"10.1007/s10815-022-02588-9","title":"Preimplantation genetic testing for aneuploidy in patients with low embryo numbers: benefit or harm?","year":2022,"lang":"en","type":"article","venue":"Journal of Assisted Reproduction and Genetics","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto; CReATe Fertility Centre","funders":"","keywords":"Aneuploidy; Live birth; Reproductive medicine; Abortion; Miscarriage; Gynecology; Embryo transfer; Genetic testing; Blastocyst; Biology; Embryo quality; Obstetrics; Retrospective cohort study; Oocyte; Medicine; Embryo; Pregnancy; Internal medicine; Genetics; Chromosome; Embryogenesis","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":[0.0002433835,0.00008894993,0.0001886673,0.0001389709,0.000114591,0.00001783196,0.00004372903,0.00003192098,0.0000131209],"category_scores_gemma":[0.0004822769,0.0000676397,0.00002948688,0.0002507431,0.0000243434,0.00004784848,0.00002598569,0.0001952011,2.258601e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006211732,"about_ca_system_score_gemma":0.00009306972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009242114,"about_ca_topic_score_gemma":0.00000616911,"domain_scores_codex":[0.9989969,0.00003131496,0.0003649883,0.0001935676,0.000288477,0.0001247326],"domain_scores_gemma":[0.9990513,0.0001004543,0.0003106619,0.0001378678,0.0003143525,0.00008533464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00406919,0.0006208785,0.8788913,0.0001778816,0.00008172621,0.00005696296,0.0003119824,0.01046591,0.001134791,0.000002147128,0.0006843231,0.1035029],"study_design_scores_gemma":[0.004062045,0.004005304,0.9884425,0.0001170672,0.0001492482,0.001194175,0.000218367,0.0004959068,0.0005999317,0.0000257675,0.0005956967,0.00009399865],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983935,0.0003640252,0.0003290898,0.0002886211,0.0002483302,0.0003132048,0.00001554207,0.00001023921,0.00003749926],"genre_scores_gemma":[0.9770003,0.00004385913,0.0224161,0.0000880262,0.0002112659,0.00001009161,0.00002365009,0.00001671711,0.0001899711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1095512,"threshold_uncertainty_score":0.2758267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555489556650178,"score_gpt":0.2716934212459372,"score_spread":0.2461385256794354,"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."}}