{"id":"W4375856431","doi":"10.1016/j.jcyt.2023.04.005","title":"An International Society for Cell and Gene Therapy Mesenchymal Stromal Cells (MSC) Committee perspectives on International Standards Organization/Technical Committee 276 Biobanking Standards for bone marrow-MSCs and umbilical cord tissue–derived MSCs for research purposes","year":2023,"lang":"en","type":"article","venue":"Cytotherapy","topic":"Mesenchymal stem cell research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; Ottawa Hospital; University Health Network","funders":"Institut des Sciences du Cerveau de Toulouse","keywords":"Standardization; Biobank; Mesenchymal stem cell; Terminology; Medicine; Computer science; Engineering ethics; Bioinformatics; Biology; Engineering; Pathology","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"],"consensus_categories":[],"category_scores_codex":[0.003865675,0.0003911768,0.0006141213,0.0004098818,0.0007037143,0.0003813363,0.0005189286,0.0003538185,0.0002941451],"category_scores_gemma":[0.0005870358,0.0003547451,0.0002222938,0.000547112,0.0006704308,0.0002435643,0.0001561486,0.0004945301,0.000002856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008119737,"about_ca_system_score_gemma":0.0007461816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002644365,"about_ca_topic_score_gemma":0.00001936216,"domain_scores_codex":[0.9953928,0.0001672275,0.0005643126,0.001057978,0.002000357,0.0008173524],"domain_scores_gemma":[0.994204,0.001562285,0.0001495653,0.0005189508,0.003204446,0.0003607151],"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":[0.009486581,0.0008277899,0.004006715,0.0002309157,0.0003942375,0.00001687647,0.002438893,0.00001137344,0.9224958,0.00203218,0.03882195,0.01923669],"study_design_scores_gemma":[0.03125888,0.01988018,0.01193204,0.000259519,0.0000886484,0.00009185584,0.007867349,0.008398526,0.6154746,0.00237682,0.3013136,0.001057963],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964519,0.001015852,0.01883215,0.006123581,0.0003705241,0.005221169,0.003300089,0.0002347642,0.0003828968],"genre_scores_gemma":[0.9662752,0.006579202,0.02254729,0.0003937656,0.001192754,0.0007717558,0.0008337136,0.0002257836,0.001180583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3070212,"threshold_uncertainty_score":0.9998904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06684570605915448,"score_gpt":0.4183619765012435,"score_spread":0.351516270442089,"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."}}