{"id":"W4220742162","doi":"10.1016/j.rbmo.2022.03.019","title":"Time-lapse KIDScoreD5 for prediction of embryo pregnancy potential in fresh and vitrified-warmed single-embryo transfers","year":2022,"lang":"en","type":"article","venue":"Reproductive BioMedicine Online","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Fertility Centre","funders":"","keywords":"Cryopreservation; Embryo transfer; Embryo; Pregnancy; Embryo cryopreservation; Andrology; Receiver operating characteristic; Medicine; Live birth; Pregnancy rate; Gynecology; Retrospective cohort study; Biology; Surgery; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009478308,0.000403159,0.0004881572,0.0007547116,0.000201743,0.0008104935,0.000400369,0.0005190565,0.001475201],"category_scores_gemma":[0.001311704,0.0001664459,0.0004622309,0.0003801133,0.000155196,0.0002928921,0.000405057,0.0004259538,0.0004078277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003052209,"about_ca_system_score_gemma":0.0003511447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002274962,"about_ca_topic_score_gemma":0.003586043,"domain_scores_codex":[0.9998073,0.00003352689,0.0000205389,0.00005920385,0.00004043055,0.00003903825],"domain_scores_gemma":[0.9996119,0.0001409184,0.00007420687,0.00002269478,0.00007520013,0.00007505147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01007999,0.0002922162,0.7929429,0.0005162983,0.0004967026,0.001040694,0.0002863257,0.006902095,0.06781968,0.0006646431,0.004039683,0.1149188],"study_design_scores_gemma":[0.0001169827,0.001105099,0.8840006,0.0001150991,0.0007187925,0.002211642,0.0004375365,0.07637621,0.02870778,0.0006007541,0.005456972,0.0001525165],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871379,0.002324309,0.005559281,0.00007757034,0.00009235967,0.00004795634,0.002793309,0.0001528884,0.001814309],"genre_scores_gemma":[0.9900357,0.0007744266,0.004210414,0.00005592634,0.00003976398,0.00007964313,0.003579497,0.00002656717,0.001197981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002274962,"threshold_uncertainty_score":0.005012691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02570890421962136,"score_gpt":0.2734131662019118,"score_spread":0.2477042619822904,"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."}}