{"id":"W1537216633","doi":"10.1007/b137204","title":"Biopreservation of Cells and Engineered Tissues","year":2005,"lang":"en","type":"review","venue":"Advances in biochemical engineering, biotechnology","topic":"Tissue Engineering and Regenerative Medicine","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Canadian Blood Services","funders":"","keywords":"Biopreservation; Cryopreservation; Biology; Biochemical engineering; Nanotechnology; Engineering; Cell biology; Materials science; Microbiology","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":[0.0001021368,0.0004613586,0.001787481,0.0007589611,0.000008520209,0.00000300815,0.0001824921,0.001068237,0.00001499329],"category_scores_gemma":[0.0002444154,0.0003751387,0.0001288883,0.0006932594,0.0002036672,0.00005214393,0.00009693061,0.0007954925,0.00000478144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009454227,"about_ca_system_score_gemma":0.00003684541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003573424,"about_ca_topic_score_gemma":5.373668e-7,"domain_scores_codex":[0.998353,0.00001058962,0.0006846732,0.0004659498,0.0001519055,0.0003338596],"domain_scores_gemma":[0.9992092,0.00009776878,0.0001485052,0.0004133081,0.00003274747,0.00009850675],"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":[0.000008700077,0.00009110136,0.000002432611,0.01944908,0.0001023237,0.00003577455,0.00002221246,0.0002424776,0.02162764,0.001775151,0.0001155751,0.9565275],"study_design_scores_gemma":[0.0003813339,0.0001609323,0.000001672102,0.007695819,0.0001727647,0.0001264806,0.000004383368,0.0006173689,0.03175816,0.000004234974,0.9587842,0.0002926012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003098957,0.9966493,0.001964808,0.0001154903,0.0002603372,0.0004586901,0.00002492588,0.0002001843,0.00001640748],"genre_scores_gemma":[0.0005154105,0.9853436,0.01346723,0.000003317197,0.0002324019,0.00005741177,0.00008699027,0.00006661274,0.0002270213],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9586686,"threshold_uncertainty_score":0.9998701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319164709176992,"score_gpt":0.3054098169140747,"score_spread":0.2922181698223048,"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."}}