{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006557347,0.0002131917,0.0003288535,0.0003592522,0.0001732855,0.0003411722,0.0001570262,0.0002610798,0.006024284],"category_scores_gemma":[0.001996282,0.00005775929,0.0003283704,0.000276994,0.000164121,0.0001724896,0.0002466264,0.0002442817,0.0003069797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001351918,"about_ca_system_score_gemma":0.0002245157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004860163,"about_ca_topic_score_gemma":0.0006047843,"domain_scores_codex":[0.9996881,0.00009407801,0.00003208257,0.00004725489,0.0001034625,0.00003500304],"domain_scores_gemma":[0.9993427,0.0002311308,0.0002731588,0.00002635699,0.00005418857,0.00007240293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004823554,0.001549016,0.6575612,0.0009784302,0.001160097,0.0003492953,0.0003618435,0.001068091,0.02584587,0.0003710187,0.002627475,0.3033042],"study_design_scores_gemma":[0.0001443879,0.003410372,0.9890034,0.0001110255,0.0005350744,0.0005926079,0.0001546267,0.0007311414,0.002789336,0.000193189,0.002325004,0.000009842417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884589,0.008228175,0.0005827434,0.0002826597,0.00007683162,0.00005094802,0.0001642127,0.00003377631,0.002121753],"genre_scores_gemma":[0.9976229,0.001151563,0.000345176,0.00008183299,0.00005197099,0.00002463033,0.0001261158,0.000003897308,0.0005919304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006024284,"threshold_uncertainty_score":0.02015322,"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."}}