{"id":"W4402023087","doi":"10.1016/j.exphem.2024.104490","title":"3170 – SCALABLE BIOPROCESS FOR GENERATING HEMATOPOIETIC PROGENITOR CELLS FROM PLURIPOTENT STEM CELLS","year":2024,"lang":"en","type":"article","venue":"Experimental Hematology","topic":"Mesenchymal stem cell research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bioprocess; Haematopoiesis; Progenitor cell; Cell biology; Stem cell; Induced pluripotent stem cell; Biology; Computational biology; Genetics; Embryonic stem cell; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002306886,0.0003527594,0.0006813347,0.0001695161,0.0001829228,0.0001155637,0.0002295135,0.0002601123,0.0009562781],"category_scores_gemma":[0.00001124245,0.0002998584,0.0002340016,0.0002636164,0.000161822,0.0001092612,0.0001782327,0.0002714839,0.0008670129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002398572,"about_ca_system_score_gemma":0.0002313251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000725888,"about_ca_topic_score_gemma":0.000003462936,"domain_scores_codex":[0.9971769,0.00007058258,0.0005953669,0.0008879073,0.0004883902,0.0007808155],"domain_scores_gemma":[0.998785,0.0002586937,0.00007193656,0.0004197802,0.00009388402,0.0003706955],"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":[0.0001865183,0.000376587,0.0001175814,0.001258988,0.0001560388,0.0004746549,0.0009232016,0.000005279767,0.9864328,0.002814106,0.006291077,0.0009631595],"study_design_scores_gemma":[0.001017616,0.0004558208,0.000001715664,0.0003322167,0.00005192467,0.0003784534,0.001440298,0.01146932,0.9755017,0.00007263145,0.009010158,0.0002681694],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9263279,0.06557267,0.001504601,0.0004571145,0.001948387,0.002592549,0.00007050322,0.0003494291,0.001176814],"genre_scores_gemma":[0.9842013,0.00002975771,0.00787255,0.000166475,0.0005342602,0.0008352519,0.00005600581,0.000114093,0.006190302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06554291,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588436899710765,"score_gpt":0.3337014773660451,"score_spread":0.2978171083689374,"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."}}