{"id":"W2903402785","doi":"10.1071/rd18326","title":"Cryopreservation and microfluidics: a focus on the oocyte","year":2018,"lang":"en","type":"article","venue":"Reproduction Fertility and Development","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Cryoprotectant; Cryopreservation; Vitrification; Cryobiology; Gamete; Biology; Oocyte cryopreservation; Oocyte; Cell biology; Sperm; Embryo; Andrology; Fertility preservation; Genetics; Fertility; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.001189819,0.0001256375,0.0001592598,0.00004463111,0.0004003482,0.00001726631,0.00003884086,0.00008288796,0.00007161628],"category_scores_gemma":[0.0006738674,0.00007925769,0.00001923287,0.0001114925,0.0004469056,0.00007178523,0.0000642596,0.0001510166,0.00004002894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005119796,"about_ca_system_score_gemma":0.00008125386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002029661,"about_ca_topic_score_gemma":0.000004916099,"domain_scores_codex":[0.9986698,0.00009185568,0.0002420831,0.0007045681,0.0001371925,0.0001545202],"domain_scores_gemma":[0.9990733,0.00004349666,0.00005162487,0.0005505398,0.0002129275,0.00006816753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04750766,0.0009510075,0.3144373,0.0002585611,0.0004237501,0.000006989518,0.008627899,2.059684e-7,0.1316766,0.00112302,0.006301376,0.4886856],"study_design_scores_gemma":[0.00022678,0.0001590622,0.7656218,0.00001760919,0.00001048468,0.00001918111,0.000103942,0.000004569723,0.1935772,0.001082904,0.03911051,0.00006596454],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841577,0.0009771694,0.0002461366,0.01293484,0.0001995098,0.0004529758,8.459612e-7,0.00005468936,0.0009760643],"genre_scores_gemma":[0.9979519,0.00007709992,0.0005615675,0.0004812867,0.0001998468,0.00003335653,0.000005809643,0.000006021484,0.0006831017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4886197,"threshold_uncertainty_score":0.3232035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05004841228025354,"score_gpt":0.2791420959986073,"score_spread":0.2290936837183538,"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."}}