{"id":"W4416842693","doi":"10.1016/j.exphem.2025.104973","title":"3032 – MAPPING VARIABILITY IN PLURIPOTENT STEM CELL-DERIVED HEMOGENIC ENDOTHELIAL CELLS USING CELLULAR INDEXING OF TRANSCRIPTOMES AND EPITOPES SEQUENCING","year":2025,"lang":"en","type":"article","venue":"Experimental Hematology","topic":"Zebrafish Biomedical Research Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transcriptome; Induced pluripotent stem cell; Gene expression profiling; Stem cell; Cellular differentiation; Genomics; Lineage (genetic); Cluster of differentiation","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":[0.000372694,0.0001662167,0.0003105581,0.0001383614,0.00007538638,0.00001129807,0.0002065238,0.0001967454,0.00001945719],"category_scores_gemma":[0.00002759009,0.0001737105,0.00007547076,0.000195222,0.0003318297,0.00000709352,0.0002054441,0.0001339794,0.000001143454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009884713,"about_ca_system_score_gemma":0.0001924129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001013356,"about_ca_topic_score_gemma":0.0000089123,"domain_scores_codex":[0.9984192,0.0002112399,0.0004301497,0.0004645548,0.0001351797,0.0003397184],"domain_scores_gemma":[0.9994349,0.00006953349,0.00008311144,0.0002832878,0.00003648719,0.00009264085],"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":[0.00005112193,0.000138413,0.001045255,0.000135318,0.00002958445,0.000007091114,0.0003345942,0.0000116082,0.9969218,0.0009908965,0.00001293553,0.0003213783],"study_design_scores_gemma":[0.0008039736,0.00005986001,0.00008493054,0.0000461715,0.000006590623,0.00001322146,0.001357348,0.000752348,0.996262,0.0001374863,0.0003483995,0.0001276798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835764,0.004277903,0.0111713,0.00007155745,0.00009536717,0.0004386905,0.00002416943,0.00001038746,0.0003342304],"genre_scores_gemma":[0.9971542,0.00005881038,0.002539731,0.00007457413,0.00002224364,0.00006351534,0.00001770192,0.00001387192,0.00005538217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01357777,"threshold_uncertainty_score":0.708371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715275309741288,"score_gpt":0.2825031348589015,"score_spread":0.2653503817614886,"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."}}