{"id":"W4386811598","doi":"10.1101/2023.09.16.557826","title":"HLA-Based Banking of Human Induced Pluripotent Stem Cells in Saudi Arabia","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Pluripotent Stem Cells Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"King Abdullah International Medical Research Center; King Abdullah University of Science and Technology","keywords":"Induced pluripotent stem cell; Reprogramming; Human leukocyte antigen; Population; Haplotype; Biology; High Resolution Melt; Regenerative medicine; Genotype; Stem cell; Computational biology; Genetics; Cell; Medicine; Embryonic stem cell; Antigen; Gene","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":[0.0009254651,0.0001468242,0.0001275407,0.0006095785,0.0002405325,0.0006211838,0.0002910536,0.0002483196,0.001490678],"category_scores_gemma":[0.001047328,0.00008720296,0.0001809087,0.0004063689,0.0001508816,0.0002407836,0.0005632296,0.0001738244,0.00049269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002253873,"about_ca_system_score_gemma":0.0005287016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002111727,"about_ca_topic_score_gemma":0.002043365,"domain_scores_codex":[0.9995767,0.00007239117,0.00008719551,0.00006685097,0.000163096,0.00003359824],"domain_scores_gemma":[0.9995508,0.00006631212,0.0001096666,0.00006146341,0.0001736043,0.00003826117],"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":[0.001092763,0.0002872812,0.191519,0.0006072743,0.0001403478,0.002676187,0.001326092,0.002552605,0.5976107,0.002001136,0.003117574,0.1970691],"study_design_scores_gemma":[0.000151608,0.0014353,0.341533,0.000400603,0.0004409832,0.01304504,0.002187903,0.01160718,0.5398732,0.001339522,0.08789262,0.00009305237],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9822773,0.002884021,0.009199725,0.000262668,0.00006513616,0.0002322374,0.001588419,0.00007527617,0.003415251],"genre_scores_gemma":[0.9831731,0.00187131,0.009882054,0.0002946456,0.00002241427,0.0001213001,0.00314662,0.00002316736,0.001465373],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.002111727,"threshold_uncertainty_score":0.004986823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03065436062970738,"score_gpt":0.2583812219306887,"score_spread":0.2277268613009814,"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."}}