{"id":"W4205816068","doi":"10.1016/j.cryobiol.2021.11.052","title":"General Mass Tissue Transfer Model For Cryopreservation Applications","year":2021,"lang":"en","type":"article","venue":"Cryobiology","topic":"Reproductive Health and Technologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Cryopreservation; Mass transfer; Chemistry; Biology; Cell biology; Chromatography","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":[0.0002700267,0.0009026784,0.0004031413,0.0005757265,0.00058004,0.0005012385,0.0009654394,0.0008521805,0.008646425],"category_scores_gemma":[0.0001274664,0.0002387399,0.0007879445,0.0003867379,0.0003137376,0.0007132469,0.0005707559,0.0009093436,0.003704399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003456067,"about_ca_system_score_gemma":0.00043012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004815313,"about_ca_topic_score_gemma":0.0007304456,"domain_scores_codex":[0.9998121,0.00001164359,0.00001242853,0.0000644394,0.00007667812,0.00002278395],"domain_scores_gemma":[0.9999074,0.0000153856,0.000017858,0.00002100061,0.00002065727,0.00001772075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001596929,0.000104618,0.0004497753,0.0004332143,0.00002016259,0.0003965523,0.00009615941,0.001199647,0.9629636,0.004287861,0.002960193,0.02692841],"study_design_scores_gemma":[0.00006654405,0.00179547,0.004963764,0.0001860254,0.0001907196,0.004413882,0.0001030148,0.01125023,0.8327874,0.004916403,0.1392597,0.00006682424],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2468129,0.01416911,0.6468921,0.001418582,0.00162724,0.003337203,0.00656136,0.004416884,0.0747647],"genre_scores_gemma":[0.5764972,0.01644515,0.272196,0.001112412,0.0005256422,0.005822662,0.008568321,0.0004853655,0.1183472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008646425,"threshold_uncertainty_score":0.02892518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06414055108298561,"score_gpt":0.3568358118957513,"score_spread":0.2926952608127657,"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."}}