{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008515782,0.001078738,0.001232286,0.003678792,0.0005195074,0.001183814,0.001248476,0.001172582,0.005898518],"category_scores_gemma":[0.0006867736,0.000421598,0.0009582278,0.002497544,0.0007492398,0.001869767,0.0009712569,0.002758245,0.00318724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009404,"about_ca_system_score_gemma":0.001030463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009646735,"about_ca_topic_score_gemma":0.001052639,"domain_scores_codex":[0.9995914,0.00005010562,0.00004252368,0.00008685096,0.0001922062,0.00003693141],"domain_scores_gemma":[0.9997097,0.0001330773,0.00004365467,0.0000183407,0.00007866493,0.00001656609],"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":[0.00005868209,0.0001109046,0.0002323557,0.02944233,0.0001305568,0.0003204641,0.000167124,0.001119649,0.02388454,0.02125716,0.02453258,0.8987437],"study_design_scores_gemma":[0.000007628276,0.00007974084,0.0004456482,0.00223401,0.00008089608,0.0009780863,0.00004109086,0.000210433,0.007049848,0.00297185,0.9858729,0.00002778952],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003822293,0.99305,0.001923737,0.0002549479,0.0003956328,0.00002329358,0.00005786665,0.00003650482,0.003875771],"genre_scores_gemma":[0.002181596,0.9944798,0.001366881,0.0001799999,0.0001592624,0.0000264492,0.00009669671,0.000007711204,0.001501663],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005898518,"threshold_uncertainty_score":0.01973248,"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."}}