{"id":"W4390916946","doi":"10.1111/andr.13590","title":"Sperm selection by zona adhesion improves assisted reproductive treatment outcomes","year":2024,"lang":"en","type":"article","venue":"Andrology","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Andrology; Intracytoplasmic sperm injection; Zona pellucida; Sperm; Human fertilization; Medicine; Oocyte; In vitro fertilisation; Pregnancy; Gynecology; Biology; Embryo; Anatomy","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":[0.0000645494,0.0001170021,0.0002023182,0.00008320443,0.00004973096,0.00001187889,0.00001525813,0.0001100675,0.0001842826],"category_scores_gemma":[0.0000760598,0.00007992234,0.00008695432,0.0001390091,0.00003628403,0.00005041387,0.000007768631,0.00009034687,0.0001390132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114063,"about_ca_system_score_gemma":0.00005016621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001535237,"about_ca_topic_score_gemma":0.00001868673,"domain_scores_codex":[0.9992439,0.00002910983,0.0001254615,0.0003742779,0.00007653352,0.0001507272],"domain_scores_gemma":[0.9996856,0.00005784859,0.00002113115,0.0001485627,0.00003776521,0.0000491112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005711313,0.0007181987,0.149905,0.00008337953,0.0008354405,0.000259742,0.0004112853,0.000001438892,0.6501719,0.0006080483,0.01984044,0.176594],"study_design_scores_gemma":[0.003167979,0.01004223,0.6764148,0.00005642241,0.001277605,0.002567164,0.0001029762,0.00164297,0.1201679,0.0009111496,0.1833043,0.0003445082],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916248,0.001411771,0.0001596275,0.003661927,0.0008782751,0.0002573845,0.000004292847,0.0002299094,0.001771992],"genre_scores_gemma":[0.9924133,0.0001057742,0.0001277476,0.0003089048,0.0003074708,0.00003276431,0.00008910038,0.00001660692,0.006598323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.530004,"threshold_uncertainty_score":0.3259138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716613838538463,"score_gpt":0.2857982372453291,"score_spread":0.2686320988599445,"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."}}