{"id":"W4410827738","doi":"10.1007/s10815-025-03508-3","title":"Oocyte and zygote development potential in minimal stimulation, natural cycle and conventionally stimulated IVF: an international multi-centre retrospective cohort study","year":2025,"lang":"en","type":"article","venue":"Journal of Assisted Reproduction and Genetics","topic":"Ovarian function and disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"CReATe Fertility Centre; Ottawa Fertility Centre","funders":"University of Bern","keywords":"Zygote; Gynecology; Andrology; Oocyte; Human fertilization; Obstetrics; Medicine; Biology; Embryo; Embryogenesis; Anatomy; Genetics","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":[0.001328091,0.0003007935,0.0004822876,0.0005490473,0.000446151,0.0006272362,0.0006449746,0.0005501006,0.001249878],"category_scores_gemma":[0.003325856,0.0004389891,0.0007790404,0.0008235721,0.000383819,0.0003763246,0.0004887105,0.0005451935,0.0001564889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004458342,"about_ca_system_score_gemma":0.0004186759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005334884,"about_ca_topic_score_gemma":0.004500872,"domain_scores_codex":[0.9991294,0.0002001872,0.00006931611,0.0003775985,0.0001349918,0.0000885724],"domain_scores_gemma":[0.9983258,0.0004491426,0.0005807389,0.0003560276,0.0001253707,0.0001630145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003144564,0.00002345785,0.9979913,0.00001558046,0.00009585905,0.0001524096,0.0001579953,0.00006560214,0.0001837329,0.00003333858,0.00006966809,0.0008965177],"study_design_scores_gemma":[0.00003357004,0.0002568869,0.9976962,0.00001667726,0.00009940699,0.0009009483,0.0002929879,0.0002612534,0.0000680465,0.00003789385,0.000326347,0.000009843168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990895,0.0002195461,0.0001826503,0.000009710505,0.000003090125,0.00002088959,0.0003443111,0.000001684085,0.0001286275],"genre_scores_gemma":[0.998946,0.00009808649,0.0001684568,0.00001657856,0.000004099773,0.00003011963,0.0006486301,0.000002874267,0.00008530448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005334884,"threshold_uncertainty_score":0.01060766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135511701582466,"score_gpt":0.290722191753489,"score_spread":0.2793670747376644,"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."}}