{"id":"W4411969502","doi":"10.1016/j.fertnstert.2025.06.002","title":"“Fresh squeeze” or “flash freeze”? A debate of two sperm procurement strategies for intracytoplasmic sperm injection","year":2025,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Intracytoplasmic sperm injection; Sperm; Procurement; Andrology; Flash (photography); Biology; Medicine; Business; Cell biology; Art; In vitro fertilisation; Embryo; Marketing","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":[0.06078427,0.0006759952,0.001497525,0.001557175,0.003653464,0.008040635,0.00533191,0.01760837,0.008179747],"category_scores_gemma":[0.05840515,0.0005910179,0.001408307,0.001118645,0.03021487,0.01267891,0.004263758,0.01597177,0.001903892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005361562,"about_ca_system_score_gemma":0.01063275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004193649,"about_ca_topic_score_gemma":0.006180793,"domain_scores_codex":[0.9801772,0.009035801,0.001462886,0.002860865,0.005134389,0.001328929],"domain_scores_gemma":[0.9606202,0.02745013,0.002544334,0.002011823,0.005292849,0.002080753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007793996,0.0001985722,0.001511992,0.001064062,0.0001131217,0.000276896,0.004028734,0.0004402144,0.001901266,0.762584,0.05901306,0.1680887],"study_design_scores_gemma":[0.0005330034,0.0008719083,0.005317232,0.008038427,0.00037826,0.001120634,0.01650427,0.001672378,0.003965405,0.5191464,0.4420925,0.0003593743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01722338,0.05841563,0.01782658,0.851201,0.006495189,0.00009464306,0.0001468756,0.00009011383,0.0485066],"genre_scores_gemma":[0.5059271,0.04270311,0.02595223,0.394562,0.01524685,0.0004007626,0.0001551456,0.0004347021,0.01461804],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06078427,"threshold_uncertainty_score":0.3214617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04272491383330565,"score_gpt":0.3560301348839302,"score_spread":0.3133052210506245,"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."}}