{"id":"W4285248243","doi":"10.21769/bioprotoc.4422","title":"Immunomagnetic Isolation and Enrichment of Microvascular Endothelial Cells from Human Adipose Tissue","year":2022,"lang":"en","type":"article","venue":"BIO-PROTOCOL","topic":"Adipose Tissue and Metabolism","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Ted Rogers Centre for Heart Research; University of Toronto","funders":"","keywords":"Adipose tissue; Cell sorting; Stromal cell; Cell biology; Endothelial stem cell; Biology; Endothelium; Immunomagnetic separation; Population; Tissue engineering; Pathology; Immunology; Flow cytometry; Medicine; Cancer research; Molecular biology; Biochemistry; In vitro; Endocrinology; Genetics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000186227,0.0001601733,0.0003243574,0.0001027976,0.0001507826,0.00001111408,0.000107721,0.0000573179,0.002300271],"category_scores_gemma":[0.000008797689,0.0001506851,0.00007907926,0.0001164036,0.00006706792,0.00004147723,0.0001382216,0.0001513835,0.00002871049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004170393,"about_ca_system_score_gemma":0.00005972739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006114597,"about_ca_topic_score_gemma":0.000004657673,"domain_scores_codex":[0.9987582,0.00009874703,0.0003769928,0.0002865669,0.0002920747,0.0001874365],"domain_scores_gemma":[0.9992906,0.00002159436,0.0001616001,0.0003923001,0.00004347942,0.00009040526],"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":[0.000274981,0.0002567567,0.0005818004,0.00009573495,0.00007996536,0.00002245715,0.0004680259,0.000001144132,0.9843126,0.0001002221,0.0005951444,0.01321118],"study_design_scores_gemma":[0.004728199,0.001001407,0.007814524,0.00002270073,0.0001479209,0.00001531998,0.00007714513,0.00001098737,0.483961,0.00009137759,0.5020044,0.000125071],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.3745768,0.0004008513,0.0001041322,0.0001139744,0.0001536684,0.6233779,0.0001016127,0.00006222312,0.001108874],"genre_scores_gemma":[0.1736628,0.000003614548,0.002691399,0.0001893183,0.0003229719,0.8201696,0.00006446688,0.00004414873,0.002851692],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5014092,"threshold_uncertainty_score":0.9986117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348007668730944,"score_gpt":0.289357183775668,"score_spread":0.2758771070883586,"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."}}