{"id":"W4366829827","doi":"10.3390/bioengineering10050508","title":"Technologies for Vitrification Based Cryopreservation","year":2023,"lang":"en","type":"review","venue":"Bioengineering","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cryopreservation; Vitrification; Fertility preservation; Cryobiology; Biochemical engineering; Computer science; Biology; Computational biology; Andrology; Cell biology; Medicine; Embryo; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002770709,0.0001840286,0.0006556769,0.0002394969,0.00003340597,0.000006258078,0.0001036243,0.0004010562,0.000002172434],"category_scores_gemma":[0.001092129,0.0001434166,0.0002347285,0.000346329,0.00003307775,0.00002593356,0.00002051169,0.0001765424,0.0000272792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008708876,"about_ca_system_score_gemma":0.0000837313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001210883,"about_ca_topic_score_gemma":1.439697e-7,"domain_scores_codex":[0.9991193,0.00001191526,0.0002887488,0.000362356,0.00005975143,0.0001578608],"domain_scores_gemma":[0.9991989,0.0001333617,0.00009022449,0.000486207,0.00007171532,0.00001959933],"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":[0.00006596789,0.00003057481,0.00001284124,0.04426571,0.0001507781,0.0000019216,0.000003300138,0.000008569927,0.0001554393,0.0001331598,0.0004691978,0.9547026],"study_design_scores_gemma":[0.0001161241,0.0000557349,0.0002258279,0.003062206,0.0003072843,0.000003365423,0.000004424353,0.0006513802,0.0002145317,0.00003417228,0.995189,0.0001359694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006480283,0.9774109,0.01959333,0.0001569686,0.0002751962,0.001524677,0.00003410368,0.0009811126,0.00001720768],"genre_scores_gemma":[0.00005669386,0.9951288,0.002982377,0.000004616774,0.0001805029,0.0008584086,0.0005267885,0.00004561082,0.0002161659],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9947198,"threshold_uncertainty_score":0.5848361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1626466835840967,"score_gpt":0.3767284107695754,"score_spread":0.2140817271854787,"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."}}