{"id":"W1967803105","doi":"10.1080/14636778.2010.507487","title":"Biobank governance: a lesson in trust","year":2010,"lang":"en","type":"article","venue":"New Genetics and Society","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Genome British Columbia; Genome Canada","keywords":"Biobank; Corporate governance; Transparency (behavior); Public relations; Accountability; Political science; Acknowledgement; Public trust; Public engagement; Public administration; Engineering ethics; Business; Law; Engineering; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000708063,0.00006498738,0.0001377262,0.0000065703,0.00003819445,0.00002087622,0.00008267164,0.0003825086,0.0001179934],"category_scores_gemma":[0.0006013807,0.00005588071,0.00007271924,0.0001038173,0.0001723775,0.00001039289,0.00008445285,0.001481073,0.000008902347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001986848,"about_ca_system_score_gemma":0.0003232625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001060018,"about_ca_topic_score_gemma":0.0004592604,"domain_scores_codex":[0.9990749,0.0000086033,0.0001618185,0.00020708,0.0003558368,0.0001917591],"domain_scores_gemma":[0.9991041,0.0003803275,0.00002730804,0.0002381569,0.00006994308,0.0001801982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001011278,0.000392583,0.5893462,0.0004180993,0.00007840177,0.00003056747,0.006575471,0.000003189679,0.08676414,0.05812904,0.02686322,0.231298],"study_design_scores_gemma":[0.002560738,0.0002357435,0.8874096,0.00008435144,0.00002056831,0.000008227321,0.0002296731,0.001528029,0.003226527,0.03026203,0.07428916,0.0001454016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864982,0.0009160484,0.00002572527,0.007582461,0.0001627201,0.0001175389,0.000003805807,0.000009542437,0.004683912],"genre_scores_gemma":[0.9721128,0.01333109,0.00814152,0.001238335,0.0003216922,0.000002713521,0.000001847677,0.0000123144,0.004837664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2980634,"threshold_uncertainty_score":0.6434606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2245878715705007,"score_gpt":0.5193485744891884,"score_spread":0.2947607029186876,"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."}}