{"id":"W4415517147","doi":"10.1016/j.rbmo.2025.105360","title":"Artificial intelligence-driven oocyte scores are associated with early morphokinetics and embryo outcomes after intracytoplasmic sperm injection","year":2025,"lang":"en","type":"article","venue":"Reproductive BioMedicine Online","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"CReATe Fertility Centre","funders":"","keywords":"Blastomere; Pronucleus; Intracytoplasmic sperm injection; Oocyte; Human fertilization; Blastocyst; Polar body; Embryo; Blastula","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005226977,0.0004150067,0.0008705817,0.0005100481,0.000136786,0.00001884291,0.0001162354,0.000257464,0.00004732856],"category_scores_gemma":[0.002184921,0.000284988,0.00009331413,0.001023682,0.001309069,0.0001271912,0.000114534,0.0005848473,0.000009120184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000212146,"about_ca_system_score_gemma":0.0001621651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009128963,"about_ca_topic_score_gemma":0.0001315377,"domain_scores_codex":[0.9970841,0.0001437627,0.0006554707,0.001390558,0.0003211962,0.0004048461],"domain_scores_gemma":[0.9978751,0.0001449711,0.0002718391,0.0008945799,0.0006668446,0.0001466633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01877728,0.00135462,0.9486771,0.0001344133,0.0008189744,0.0001381631,0.0005402996,0.00001152144,0.01317147,0.00008294158,0.0001608888,0.01613239],"study_design_scores_gemma":[0.0006843508,0.001338981,0.9860879,0.0004756412,0.0004585541,0.0000899536,0.000535455,0.0001551856,0.008680593,0.001043744,0.0001952071,0.0002544566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870543,0.001143688,0.0008412548,0.009011874,0.0006570268,0.0009598315,0.00008147924,0.0001541865,0.0000963407],"genre_scores_gemma":[0.9964506,0.0001282372,0.0007731419,0.0004493599,0.0007587802,0.00004711135,0.0001653791,0.00003072085,0.001196666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03741084,"threshold_uncertainty_score":0.9999602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02241829165196092,"score_gpt":0.2975707310663638,"score_spread":0.2751524394144029,"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."}}