{"id":"W4403591338","doi":"10.1016/j.fertnstert.2024.07.326","title":"AN ARTIFICIAL INTELLIGENCE (AI) MODEL NON-INVASIVELY IDENTIFIES OOCYTES THAT CORRELATE WITH GREATER EMBRYO IMPLANTATION POTENTIAL","year":2024,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Fertility Centre; CReATe Fertility Centre","funders":"","keywords":"Embryo; Artificial intelligence; Computer science; Andrology; Biology; Medicine; Cell biology","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":[0.0004206522,0.000295091,0.0003341126,0.0004904631,0.0002291728,0.001032235,0.0003769049,0.0006530097,0.001689749],"category_scores_gemma":[0.002061039,0.00009298362,0.0003311707,0.0003902437,0.000450324,0.000505887,0.0002689309,0.0005018571,0.0002531795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003552349,"about_ca_system_score_gemma":0.0004418148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000888993,"about_ca_topic_score_gemma":0.0009059048,"domain_scores_codex":[0.9998053,0.00003731426,0.00001023182,0.00007171219,0.00005743342,0.00001799183],"domain_scores_gemma":[0.9989028,0.0006248118,0.0002178276,0.00008361472,0.0001071044,0.0000639461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001741861,0.0009272659,0.08706668,0.0003085264,0.0002526543,0.0008373544,0.0002890041,0.06083508,0.7655802,0.01473905,0.001205136,0.06621722],"study_design_scores_gemma":[0.0001772279,0.002641204,0.1091546,0.00003602878,0.0003176192,0.002207528,0.0003892964,0.6728496,0.1854997,0.02265511,0.003983856,0.00008836278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9420314,0.000342323,0.05221996,0.0004342884,0.00006755109,0.00007915687,0.0003475475,0.0001893372,0.004288503],"genre_scores_gemma":[0.9792736,0.0001204212,0.01863446,0.0001212371,0.00001379453,0.00004151553,0.0002742917,0.00001528947,0.00150543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001689749,"threshold_uncertainty_score":0.005652845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04309624634142585,"score_gpt":0.301926447797372,"score_spread":0.2588302014559462,"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."}}