{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003498659,0.0001444005,0.0001407265,0.0002686472,0.00008970688,0.000603878,0.0001727528,0.0002676547,0.001371147],"category_scores_gemma":[0.002164474,0.00006901231,0.0002117614,0.0002402451,0.000230428,0.000168475,0.0002228141,0.0004352126,0.0001620571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759012,"about_ca_system_score_gemma":0.0001835135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004457161,"about_ca_topic_score_gemma":0.0005389708,"domain_scores_codex":[0.9997732,0.00004579154,0.00002085251,0.00003377584,0.0001009015,0.00002542105],"domain_scores_gemma":[0.9986212,0.0004593744,0.0006151575,0.00005340097,0.0001277039,0.0001231843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003284888,0.0006809318,0.7813534,0.000153096,0.0004135674,0.0003030465,0.0002219739,0.003747717,0.129357,0.001267796,0.000617556,0.07859912],"study_design_scores_gemma":[0.00002740798,0.000707402,0.977984,0.00001455252,0.0001112438,0.000237521,0.00008518777,0.006737703,0.01263057,0.0008018232,0.0006354435,0.0000271363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979394,0.0002004094,0.0007994329,0.00005072868,0.00001376891,0.000008787407,0.00009987723,0.00001661597,0.0008707664],"genre_scores_gemma":[0.9989317,0.00007675518,0.0003486156,0.00002412207,0.00000643822,0.000008974861,0.000107529,0.000005457875,0.0004904268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001371147,"threshold_uncertainty_score":0.004586935,"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."}}