{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008046158,0.00007279897,0.0001797171,0.00004343214,0.00006849205,0.000003462731,0.00005495635,0.0001627888,0.00003357791],"category_scores_gemma":[0.0001246643,0.00006390404,0.00004179791,0.0001135204,0.0000738088,0.0000271689,0.00001284451,0.00009665857,0.00001374196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002738467,"about_ca_system_score_gemma":0.0001394966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003288441,"about_ca_topic_score_gemma":0.000005188778,"domain_scores_codex":[0.9992854,0.0000143808,0.0001604865,0.0003094711,0.00003257302,0.0001976703],"domain_scores_gemma":[0.999346,0.00003426048,0.00001576604,0.0003455553,0.0002149029,0.00004347942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001444444,0.0001333309,0.003739248,0.0002426179,0.00004790744,0.000004972837,0.00006920082,0.000305827,0.8264635,0.1339424,0.004447376,0.0304592],"study_design_scores_gemma":[0.002052865,0.0004475569,0.006425894,0.00001564216,0.0001085753,0.00009574727,0.00009887466,0.02168591,0.3704851,0.1112492,0.4870842,0.0002504998],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1788716,0.001022364,0.8051206,0.01239287,0.0001008155,0.0009408318,0.0000374126,0.0001643082,0.001349165],"genre_scores_gemma":[0.9159695,0.0002606427,0.07204016,0.001859125,0.000433291,0.001595996,0.0005267317,0.00002280565,0.007291768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7370979,"threshold_uncertainty_score":0.2605931,"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."}}