{"id":"W1989952413","doi":"10.1089/cpt.2006.9996","title":"Mammalian Cell Desiccation: Facing The Challenges","year":2006,"lang":"en","type":"article","venue":"Cell Preservation Technology","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Alberta","funders":"","keywords":"Desiccation; Stem cell; Desiccation tolerance; Regenerative medicine; Cell biology; Biotechnology; Biology; Platelet; Cryopreservation; Sperm; Chemistry; Immunology; Botany; Embryo","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":[0.0001505863,0.0001073486,0.0001484969,0.0001657213,0.0001203748,0.00001321507,0.0001376262,0.0001808827,0.0001872511],"category_scores_gemma":[0.0001024145,0.00007868919,0.00004095008,0.0003183591,0.00009912971,0.00009109031,0.00004475181,0.0001723155,0.0001794025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003513952,"about_ca_system_score_gemma":0.00003704158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003546018,"about_ca_topic_score_gemma":0.000006819686,"domain_scores_codex":[0.9992177,0.00002654716,0.0002129565,0.0002090785,0.0001381659,0.0001955828],"domain_scores_gemma":[0.9991726,0.0000768566,0.00009564357,0.0004682112,0.0001586844,0.0000279465],"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":[0.0001452486,0.00104767,0.1307586,0.0009066025,0.00006356844,0.00002759869,0.0005705135,0.0002587975,0.5597984,0.1703361,0.110301,0.02578587],"study_design_scores_gemma":[0.001616811,0.0002332181,0.03133997,0.00003426943,0.00008680543,0.0000153843,0.001146939,0.001064595,0.7403381,0.02371699,0.2002003,0.0002065549],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7434683,0.00501703,0.00213082,0.04537392,0.0001736201,0.0005085485,0.000001907532,0.0005304954,0.2027953],"genre_scores_gemma":[0.98338,0.0001123642,0.001249365,0.0005175653,0.000125047,0.00008079471,0.00002390162,0.00001464657,0.01449636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2399116,"threshold_uncertainty_score":0.3208852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0229227297317204,"score_gpt":0.2267611107679839,"score_spread":0.2038383810362634,"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."}}