{"id":"W4288448213","doi":"10.1002/bit.28197","title":"Recent developments in cell shipping methods","year":2022,"lang":"en","type":"review","venue":"Biotechnology and Bioengineering","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cryopreservation; Cryoprotectant; Cell therapy; Cell survival; Cell; Apoptosis; Biology; Cell biology; Biochemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007375584,0.000304246,0.001120733,0.000551002,0.00006224913,0.000003755772,0.0001409224,0.000955958,0.00006308575],"category_scores_gemma":[0.000195463,0.000251128,0.00009504912,0.000603321,0.0001091023,0.00001948886,0.0002645243,0.001227088,0.000005701409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001927952,"about_ca_system_score_gemma":0.0001188318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000187479,"about_ca_topic_score_gemma":5.430489e-7,"domain_scores_codex":[0.9984671,0.000114106,0.0004275902,0.0006290525,0.00005407106,0.0003080121],"domain_scores_gemma":[0.999392,0.00009070344,0.00009346446,0.0003657434,0.000009391629,0.00004868396],"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":[0.00002689568,0.00004331221,0.00004850492,0.00350958,0.00008191803,0.00004153092,0.00001466067,1.407923e-7,0.0001576622,0.0000415746,0.000004948516,0.9960293],"study_design_scores_gemma":[0.0001619059,0.00007180414,0.0003448108,0.0008242423,0.0001510596,0.0001977606,0.00001939121,0.000005168568,0.0006054083,0.000009701986,0.9973869,0.0002218117],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001625219,0.9980791,0.0003164535,0.0001270376,0.0003584152,0.0005329812,0.000004085029,0.0001502635,0.0002691324],"genre_scores_gemma":[0.00005700345,0.9888821,0.01074623,0.0000224195,0.00003438544,0.0001083716,0.00004450895,0.00002513018,0.00007987807],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.997382,"threshold_uncertainty_score":0.9999941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0877087408336067,"score_gpt":0.3671286332943297,"score_spread":0.279419892460723,"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."}}