{"id":"W1580011130","doi":"10.1109/icra.2015.7139562","title":"Automated robotic vitrification of embryos","year":2015,"lang":"en","type":"article","venue":"","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Vitrification; Embryo; Oocyte; Embryo transfer; Biomedical engineering; Andrology; Biology; Engineering; Medicine; Cell biology","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":[0.0004953645,0.000392345,0.0004726776,0.0004486373,0.0004413421,0.0006972101,0.001062489,0.0006816796,0.001959531],"category_scores_gemma":[0.0008292529,0.0003720128,0.0005307923,0.0001794991,0.0003922651,0.0003991218,0.000895611,0.0005517448,0.0006417751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004393066,"about_ca_system_score_gemma":0.0007289863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001241071,"about_ca_topic_score_gemma":0.00125143,"domain_scores_codex":[0.9994802,0.0000552139,0.00002904511,0.000126409,0.0002594247,0.00004973075],"domain_scores_gemma":[0.9996737,0.0001158819,0.00005079955,0.00007260617,0.00006488271,0.0000221931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00015215,0.00006522107,0.001544907,0.0003085118,0.00005415015,0.0002400529,0.0001937916,0.009032435,0.755577,0.002118378,0.001930028,0.2287834],"study_design_scores_gemma":[0.00008879609,0.0009213142,0.01344045,0.0001047211,0.0001049407,0.002985869,0.00006749648,0.09340011,0.8085055,0.001181676,0.07899517,0.0002039249],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2108116,0.003617579,0.7705519,0.0002875756,0.0003701094,0.0005476036,0.0003232686,0.004197458,0.009292901],"genre_scores_gemma":[0.4679338,0.001914571,0.5166091,0.0002395311,0.0001220846,0.0003914617,0.0005471631,0.0002662862,0.01197604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001959531,"threshold_uncertainty_score":0.006555319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06034337741560965,"score_gpt":0.3243643410015873,"score_spread":0.2640209635859777,"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."}}