{"id":"W6961117547","doi":"10.14288/1.0418462","title":"In vitro fertilization (IVF) and twin pregnancy outcomes","year":2022,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Twin Pregnancy; Pregnancy; In vitro fertilisation; Logistic regression; Gestational diabetes; Embryo transfer; Body mass index; Gestation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009319943,0.00003242464,0.0002432411,0.00008554931,0.0001897544,0.000006973375,0.0001020351,0.00007026322,0.0001620742],"category_scores_gemma":[0.0000448083,0.0001090906,0.00005366795,0.0003183075,0.0001981277,0.0001430295,0.0001933205,0.0002224748,0.000002341456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007647534,"about_ca_system_score_gemma":0.00004688656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00654389,"about_ca_topic_score_gemma":0.006648704,"domain_scores_codex":[0.9992307,0.00004963854,0.00009492439,0.0003367127,0.0001465796,0.0001414139],"domain_scores_gemma":[0.9995904,0.00001810135,0.0000704192,0.0002311962,0.00004910424,0.0000407773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006791308,0.000464732,0.6126394,0.0001383867,0.00006734957,0.0008825742,0.0004003379,0.000002990656,0.003095562,0.000008217234,0.0004498354,0.3817827],"study_design_scores_gemma":[0.001741794,0.000105197,0.9955163,0.0001389181,0.00004493902,0.0001644068,0.001485222,0.00004212858,0.00001963324,0.0005216743,0.0001267849,0.00009298211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966676,0.001284626,0.00008497856,0.0005954962,0.0000879109,0.0003139108,0.00003619392,0.00006600556,0.0008632373],"genre_scores_gemma":[0.9970564,0.00007480523,0.0002506613,0.00005989066,0.000003852802,0.000001619548,0.00001731387,0.000008783513,0.002526732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3828769,"threshold_uncertainty_score":0.9892448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009552961644497268,"score_gpt":0.1981038329704444,"score_spread":0.1885508713259471,"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."}}