{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001154679,0.0007465421,0.001142388,0.001849977,0.0002809268,0.001261698,0.00109199,0.001065278,0.004496092],"category_scores_gemma":[0.001086504,0.0003040258,0.0005407105,0.001971351,0.000671939,0.001613371,0.0008324729,0.002020328,0.002154988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008008948,"about_ca_system_score_gemma":0.001261458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001390953,"about_ca_topic_score_gemma":0.001316015,"domain_scores_codex":[0.9996997,0.00004869285,0.00004147401,0.00006221179,0.0001187628,0.00002914473],"domain_scores_gemma":[0.9995436,0.0002232412,0.00004934743,0.0000147006,0.0001364961,0.00003251368],"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":[0.00007236836,0.00004226478,0.0001419461,0.01225624,0.00005861708,0.00009481792,0.0000495698,0.0002170772,0.001272522,0.003481618,0.01828467,0.9640282],"study_design_scores_gemma":[0.00001128997,0.00007581034,0.0005119225,0.003138586,0.00008323963,0.0006444666,0.00003242793,0.00008934814,0.0007144011,0.001456401,0.9932256,0.00001646719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000860724,0.9985784,0.0001103112,0.0002547519,0.0002004221,0.000003334151,0.00001248847,0.000005977862,0.0007482598],"genre_scores_gemma":[0.0005211478,0.9986724,0.0001220934,0.0001520405,0.0001335473,0.000004003319,0.00002314025,0.000001633408,0.0003699572],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004496092,"threshold_uncertainty_score":0.01504093,"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."}}