{"id":"W4416191893","doi":"10.3390/biomedicines13112766","title":"The ART of Embryo Selection: A Review of Methods to Rank the Most Competent Embryo(s) for Transfer to Optimize IVF Success","year":2025,"lang":"en","type":"review","venue":"Biomedicines","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Fertility Centre; McMaster University","funders":"","keywords":"Ranking (information retrieval); Selection (genetic algorithm); Rank (graph theory); Embryo; Embryo transfer; Field (mathematics); Reproductive technology","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":[0.00449321,0.000441931,0.003199291,0.0002350166,0.0001640495,0.0000056018,0.0005463117,0.0002464507,0.00006797579],"category_scores_gemma":[0.003188376,0.0001905239,0.0007644551,0.001859678,0.0004642193,0.00001889665,0.00008254094,0.0002926387,0.000006031044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000659496,"about_ca_system_score_gemma":0.0006461623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002152931,"about_ca_topic_score_gemma":0.000006717175,"domain_scores_codex":[0.9964134,0.0008048662,0.001532513,0.000664929,0.0002648946,0.0003194518],"domain_scores_gemma":[0.9954906,0.002138919,0.0002034503,0.001091464,0.0009338715,0.0001417701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001030418,0.0001238225,0.000007320142,0.1853198,0.000905694,7.51907e-7,0.00005999464,2.2821e-7,0.0002434701,0.0001274497,0.04565846,0.7665226],"study_design_scores_gemma":[0.0004065536,0.0006120092,0.0002365408,0.08051371,0.003177359,0.00003451435,0.00003038045,0.0000017201,0.0002143168,0.00001178294,0.9146154,0.0001457372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003797994,0.9665695,0.01380075,0.009972627,0.00119019,0.00777721,0.000110568,0.00002520266,0.0005501416],"genre_scores_gemma":[0.000003159157,0.9899372,0.003969862,0.001465493,0.0005482145,0.001317465,0.0001088692,0.00002627945,0.002623443],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8689569,"threshold_uncertainty_score":0.7769339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06607022710354575,"score_gpt":0.4361945198932611,"score_spread":0.3701242927897153,"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."}}