{"id":"W4413108961","doi":"10.1177/19475535251365758","title":"The College of American Pathologists Biorepository Accreditation Program: Results from the First 10 Years","year":2025,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Biorepository; Accreditation; Medical education; Medicine; Biology; Bioinformatics; Biobank","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03017105,0.0005815829,0.0005529022,0.006653021,0.001345839,0.003613784,0.001823643,0.001477827,0.004261469],"category_scores_gemma":[0.06129757,0.0004966744,0.001255593,0.006503733,0.001084447,0.002634083,0.003722669,0.001628256,0.002280098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005971001,"about_ca_system_score_gemma":0.0191539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04809238,"about_ca_topic_score_gemma":0.04243274,"domain_scores_codex":[0.9679496,0.004635877,0.001968088,0.001945969,0.02070891,0.00279165],"domain_scores_gemma":[0.8751369,0.01325629,0.02177588,0.002576593,0.07386196,0.01339251],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005751776,0.001317768,0.6718782,0.001964594,0.0001878379,0.0002000575,0.002946608,0.0005666198,0.0004508589,0.0004144531,0.08026223,0.2392356],"study_design_scores_gemma":[0.00003017439,0.0006752487,0.9383743,0.00164407,0.00008219328,0.0002881992,0.002491324,0.0002772011,0.0006259978,0.0000713371,0.05539486,0.00004505435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7510688,0.09023756,0.005013604,0.02261762,0.002837922,0.003000926,0.02741378,0.00147933,0.09633049],"genre_scores_gemma":[0.9167415,0.02804631,0.004214747,0.004493199,0.0009245701,0.001404748,0.02919045,0.0003182849,0.01466619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.969829,"threshold_uncertainty_score":0.1595617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0449489909967689,"score_gpt":0.3617470885490829,"score_spread":0.316798097552314,"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."}}