{"id":"W4412196706","doi":"10.1016/j.fertnstert.2025.06.015","title":"“Flash freeze” vs “fresh squeeze”: for Intracytoplasmic sperm injection in men with impaired spermatogenic function, cryopreserved sperm is preferred over fresh sperm","year":2025,"lang":"en","type":"editorial","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Intracytoplasmic sperm injection; Sperm; Andrology; Cryopreservation; Sperm Retrieval; Testicular sperm extraction; Biology; Medicine; Embryo; In vitro fertilisation; 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":[0.005149764,0.002931835,0.004838526,0.002081582,0.002375198,0.004556626,0.003741343,0.01752219,0.006133535],"category_scores_gemma":[0.01802329,0.001029101,0.00275056,0.001700398,0.00209233,0.002973303,0.0006805232,0.02976094,0.005223854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002658576,"about_ca_system_score_gemma":0.002438981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00398245,"about_ca_topic_score_gemma":0.009720619,"domain_scores_codex":[0.9975216,0.0006127269,0.0004531227,0.0003511555,0.0009099871,0.000151423],"domain_scores_gemma":[0.9906732,0.005073126,0.000639522,0.000172072,0.002432453,0.001009594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002340731,0.00002908937,0.00005012651,0.0007235412,0.00007664337,0.0001610428,0.00001373376,0.00003835113,0.00009532392,0.0004033515,0.9879722,0.01020235],"study_design_scores_gemma":[0.0007856397,0.0002157575,0.001360171,0.001912677,0.0005059056,0.000924231,0.00009955337,0.0004579712,0.0003089998,0.001821605,0.9915326,0.00007497131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00008039281,0.01754563,0.0001116395,0.04251814,0.9384418,0.00002184048,0.00006084884,0.00003952639,0.001180215],"genre_scores_gemma":[0.0006405636,0.01110545,0.0001253718,0.05873131,0.9256158,0.00002551896,0.00003062024,0.00002360539,0.003701754],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01752219,"threshold_uncertainty_score":0.02723491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378560779857506,"score_gpt":0.2572598202913892,"score_spread":0.2434742124928141,"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."}}