{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004612347,0.000114408,0.00023204,0.0003233495,0.00009302684,0.00005242502,0.00003265164,0.00006556795,0.00002844391],"category_scores_gemma":[0.0001774325,0.0001036005,0.00003008748,0.0001749001,0.00006614883,0.0001307364,0.0000337203,0.0002176356,3.904559e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009267979,"about_ca_system_score_gemma":0.0001233105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009193896,"about_ca_topic_score_gemma":0.00004008925,"domain_scores_codex":[0.9987569,0.00007313244,0.0004939227,0.0003157991,0.0002689799,0.00009119946],"domain_scores_gemma":[0.9990399,0.00001181649,0.0002007376,0.0001095099,0.0005518439,0.00008620509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001561729,0.0008342603,0.9838451,0.00001803367,0.0003238549,0.00002449705,0.000477866,0.0005927284,0.001471144,0.000011391,0.00005673423,0.0107827],"study_design_scores_gemma":[0.007225122,0.0002964345,0.9830319,0.00004895466,0.0001470461,0.0001638296,0.00095904,0.007446179,0.00009743467,0.00002619629,0.0004698315,0.00008799167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966789,0.0006252087,0.0004132389,0.001011301,0.0008572068,0.0003432512,0.000001228754,0.00001113095,0.00005853413],"genre_scores_gemma":[0.9950991,0.0001685249,0.003806081,0.00007962078,0.00009925269,0.000001366078,0.00001345559,0.000007199812,0.0007254052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0106947,"threshold_uncertainty_score":0.4224704,"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."}}