{"id":"W3179119699","doi":"10.1016/j.fertnstert.2021.06.016","title":"Quantitative selection of single human sperm with high DNA integrity for intracytoplasmic sperm injection","year":2021,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; CReATe Fertility Centre; Hospital for Sick Children; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Ontario; University of Toronto; Canada Excellence Research Chairs, Government of Canada; Ontario Research Foundation","keywords":"Intracytoplasmic sperm injection; Andrology; Sperm; Selection (genetic algorithm); Biology; Embryo; Medicine; Cell biology; In vitro fertilisation; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002575395,0.0001321166,0.0003246331,0.00004478134,0.0001241557,0.00001919033,0.00002109328,0.0001104534,0.0001300059],"category_scores_gemma":[0.0003364356,0.0001096561,0.00006715828,0.0001889486,0.0001475606,0.0001301326,0.00001956553,0.0001694902,0.000001149364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006188,"about_ca_system_score_gemma":0.00009027657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003328779,"about_ca_topic_score_gemma":0.001405069,"domain_scores_codex":[0.9989989,0.00008353358,0.0002711985,0.0003579247,0.0001432299,0.0001451567],"domain_scores_gemma":[0.999112,0.00009744942,0.00008262735,0.0001929479,0.0004433731,0.00007157404],"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":[0.04065404,0.001663526,0.2250406,0.001197135,0.0001854874,0.000009810347,0.000884695,0.000005866543,0.7256275,0.0004049962,0.00003446842,0.004291896],"study_design_scores_gemma":[0.001116845,0.002362358,0.8173754,0.00007679823,0.0001229504,0.00005564626,0.0003580209,0.0003870222,0.1771409,0.0008632346,0.00005473325,0.00008608286],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939892,0.00005305377,0.004987228,0.000141447,0.0001365463,0.0003716275,0.00003990703,0.0000476336,0.0002333254],"genre_scores_gemma":[0.9974275,0.000002557847,0.002241988,0.00004790291,0.00004248281,0.00001545625,0.000118281,0.000009257698,0.00009463676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5923347,"threshold_uncertainty_score":0.4471645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04294270908165638,"score_gpt":0.2902010592885343,"score_spread":0.247258350206878,"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."}}