{"id":"W4414312922","doi":"10.1016/j.humimm.2025.111377","title":"Next generation sequencing-based methods yield reduced inter-laboratory variability compared to short tandem repeat-based methods in ASHI engraftment monitoring proficiency testing results","year":2025,"lang":"en","type":"article","venue":"Human Immunology","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Dalhousie University","funders":"","keywords":"Tandem; Yield (engineering); Evaluation methods; Tandem accelerator","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01288574,0.0009680972,0.0006262494,0.001163789,0.0005347981,0.001885194,0.0008606571,0.001261661,0.001688296],"category_scores_gemma":[0.01725675,0.0004368819,0.0006079818,0.0007567786,0.0009483967,0.0006115087,0.0007262702,0.001204161,0.001329156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000473703,"about_ca_system_score_gemma":0.0007498894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009144433,"about_ca_topic_score_gemma":0.003045824,"domain_scores_codex":[0.9841577,0.005503059,0.0009004636,0.002546293,0.006413404,0.0004790156],"domain_scores_gemma":[0.9873424,0.006260058,0.001583999,0.00154583,0.003070271,0.000197499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005265978,0.0004135415,0.03156421,0.0002221425,0.000205666,0.000106305,0.0005932675,0.003055941,0.8897805,0.000966451,0.001034973,0.07153047],"study_design_scores_gemma":[0.00002769347,0.0007667967,0.05774739,0.00007592685,0.0002085074,0.0004142189,0.000151923,0.01933618,0.912063,0.001100453,0.008046555,0.00006126664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5644416,0.001559895,0.4216519,0.0004884375,0.0002763347,0.0003688245,0.001626626,0.001909657,0.007676796],"genre_scores_gemma":[0.7876706,0.0006397468,0.2010053,0.0009523659,0.00009123432,0.0004349656,0.002428635,0.0006976035,0.006079458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01288574,"threshold_uncertainty_score":0.06814706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1701927385660591,"score_gpt":0.4038531883931833,"score_spread":0.2336604498271242,"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."}}