{"id":"W4415355933","doi":"10.1177/19475535251390648","title":"Future-Proofing Biobanks Is Essential for Long-Term Sustainability: Workshop Report","year":2025,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"HIV Legal Network","funders":"","keywords":"Biobank; MEDLINE","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":[],"consensus_categories":[],"category_scores_codex":[0.002654536,0.0001649759,0.0003001464,0.0002321762,0.0002999434,0.0001586606,0.0001835191,0.0005245381,0.00008650387],"category_scores_gemma":[0.007874707,0.0001425082,0.0001464818,0.0005050664,0.0002313982,0.0001421819,0.0002758322,0.0006081903,0.000001900902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515951,"about_ca_system_score_gemma":0.0005541398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003630273,"about_ca_topic_score_gemma":0.00009701044,"domain_scores_codex":[0.9978148,0.00004169766,0.0006162687,0.0006305674,0.0005219099,0.000374739],"domain_scores_gemma":[0.9964489,0.001293433,0.00014456,0.0006211802,0.001376111,0.0001157828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009140665,0.0003435781,0.8422679,0.004146727,0.0002015436,0.0001254015,0.0003508174,3.71504e-7,0.005852013,0.03706125,0.006574266,0.102162],"study_design_scores_gemma":[0.004360529,0.0002681819,0.8426538,0.001309448,0.0002676809,0.00005551062,0.0008999834,0.001400461,0.01400324,0.0895538,0.04475012,0.0004773103],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8542835,0.0008944156,0.0136445,0.1270678,0.0007051884,0.001722745,0.00000924984,0.0001364891,0.00153608],"genre_scores_gemma":[0.9789433,0.0003981657,0.002542219,0.003288869,0.000895433,0.0001019026,0.0001263172,0.00002125043,0.01368251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1246598,"threshold_uncertainty_score":0.9427329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1980291041753215,"score_gpt":0.5307089316344291,"score_spread":0.3326798274591076,"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."}}