{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07054906,0.001566546,0.0004835464,0.0007815597,0.004942521,0.009704484,0.003097127,0.01228579,0.01114145],"category_scores_gemma":[0.04340458,0.0006245477,0.001611988,0.00061354,0.00292449,0.006188994,0.01525281,0.01780486,0.003902736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004904666,"about_ca_system_score_gemma":0.03475522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003315181,"about_ca_topic_score_gemma":0.006818764,"domain_scores_codex":[0.9742106,0.01237735,0.001101393,0.001663129,0.005841719,0.004805773],"domain_scores_gemma":[0.949624,0.01466704,0.002148104,0.001846891,0.01452774,0.01718619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005175472,0.001216012,0.004252005,0.002539851,0.0001874354,0.003617565,0.02436447,0.001468469,0.01153256,0.05354392,0.7958367,0.1009234],"study_design_scores_gemma":[0.00007859556,0.0002829843,0.00289918,0.001678823,0.0000595221,0.000617942,0.01862679,0.0005004342,0.004515699,0.01273305,0.9578732,0.0001337019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04435708,0.01401834,0.02412702,0.7541763,0.09282632,0.001985129,0.0009491989,0.0003862164,0.06717435],"genre_scores_gemma":[0.5156722,0.02555736,0.04272769,0.161185,0.02295601,0.004206612,0.003460887,0.001077274,0.223157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07054906,"threshold_uncertainty_score":0.3731035,"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."}}