{"id":"W4221073412","doi":"10.1111/trf.16820","title":"Cryopreserved hematopoietic stem/progenitor cells stability program‐development, current status and recommendations: A brief report from the AABB‐ISCT joint working group cellular therapy product stability project team","year":2022,"lang":"en","type":"article","venue":"Transfusion","topic":"CAR-T cell therapy research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec; Canadian Blood Services","funders":"","keywords":"Cryopreservation; Standardization; Progenitor cell; Apheresis; Haematopoiesis; Scope (computer science); Medicine; Stem cell; Computer science; Immunology; Biology","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":[],"category_scores_codex":[0.003877443,0.0004478544,0.0006519826,0.000134554,0.0009898129,0.0001508758,0.0003257049,0.00007119792,0.003311459],"category_scores_gemma":[0.0001001248,0.0003322333,0.0002496273,0.0008424104,0.0002368862,0.0001479908,0.0003073452,0.001267449,0.000003534227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006058948,"about_ca_system_score_gemma":0.001003664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00148804,"about_ca_topic_score_gemma":0.0002705423,"domain_scores_codex":[0.993906,0.001299343,0.00113871,0.001410622,0.001440503,0.0008047714],"domain_scores_gemma":[0.9973645,0.0003268749,0.0002489502,0.001537989,0.0002179804,0.0003037124],"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":[0.002513976,0.003825059,0.07210384,0.0003692981,0.0002209176,0.00004844184,0.01722249,9.658249e-7,0.4530376,0.000004313573,0.0008588941,0.4497942],"study_design_scores_gemma":[0.005695094,0.001193646,0.01799465,0.0002974287,0.0001262174,0.0000874813,0.006840139,0.0001671767,0.4064195,0.0001278819,0.5603865,0.0006642634],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977713,0.007460898,0.0001456718,0.001627276,0.0006368893,0.01184919,0.00007367776,0.0002874573,0.0002058824],"genre_scores_gemma":[0.9893183,0.004147565,0.001508588,0.00009031971,0.0002897166,0.003553546,0.0007379215,0.0001158133,0.0002382782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5595276,"threshold_uncertainty_score":0.999913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077565744044278,"score_gpt":0.3267183771694353,"score_spread":0.2189618027650075,"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."}}