{"id":"W3011361605","doi":"10.1186/s12958-020-00580-5","title":"Human sperm vitrification: the state of the art","year":2020,"lang":"en","type":"review","venue":"Reproductive Biology and Endocrinology","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Fertility Centre","funders":"","keywords":"Vitrification; Reproductive medicine; Sperm; Andrology; Sperm bank; Biology; Gynecology; Medicine; Cryopreservation; Cell biology; Pregnancy; Embryo; Genetics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004418175,0.0003840725,0.001757867,0.00007908207,0.0002386515,0.000003373391,0.0003804951,0.0003045977,0.00004238344],"category_scores_gemma":[0.0007459951,0.0001793868,0.0004018471,0.0003220141,0.003181952,0.00002308116,0.0003280578,0.001088583,0.00005389265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004935825,"about_ca_system_score_gemma":0.0002161035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001462543,"about_ca_topic_score_gemma":0.000002652591,"domain_scores_codex":[0.9965159,0.001025086,0.0006862737,0.001346392,0.00006851178,0.0003578427],"domain_scores_gemma":[0.997339,0.0001692548,0.000545545,0.001733905,0.0001556183,0.00005669372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005048878,0.0002129105,0.002246684,0.002951328,0.001805914,0.00002277567,0.000369009,1.102008e-7,0.001061006,0.007063081,0.001577619,0.9821846],"study_design_scores_gemma":[0.0001947741,0.0002981807,0.01416057,0.0002202032,0.0007472459,0.0009597331,0.00002082471,8.168294e-8,0.0003625178,0.002872696,0.9800104,0.000152736],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001476754,0.9898604,0.000008379697,0.005100816,0.0006122348,0.001521467,0.00005403463,0.00003844917,0.001327484],"genre_scores_gemma":[0.004318238,0.9925599,0.0000302156,0.0001533931,0.000756694,0.0001294012,0.00006503014,0.0000235141,0.001963593],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9820319,"threshold_uncertainty_score":0.9995308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0698574729422145,"score_gpt":0.3684031957471338,"score_spread":0.2985457228049193,"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."}}