{"id":"W2589301797","doi":"10.1371/journal.pone.0172582","title":"Community recommendations on biobank governance: Results from a deliberative community engagement in California","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"National Center for Advancing Translational Sciences; National Human Genome Research Institute; Genentech; National Institutes of Health","keywords":"Biorepository; Biobank; Corporate governance; Community engagement; Public health; Stratified sampling; Community-based participatory research; Political science; Medicine; Public relations; Gerontology; Medical education; Participatory action research; Sociology; Nursing; Business","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":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009104695,0.0001521288,0.0004155233,0.00005619351,0.001693066,0.00009283266,0.0008509994,0.0002639971,0.0002612585],"category_scores_gemma":[0.09066954,0.0001402288,0.00006028885,0.00009581545,0.0003933127,0.0001032073,0.0008143162,0.01059225,0.0003455053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003851099,"about_ca_system_score_gemma":0.0002282182,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01863019,"about_ca_topic_score_gemma":0.03022053,"domain_scores_codex":[0.9956768,0.002309253,0.0005979599,0.0002279757,0.0008964688,0.0002916025],"domain_scores_gemma":[0.978314,0.01778639,0.0003061409,0.002968885,0.0004302483,0.0001942894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02903928,0.2644774,0.4125613,0.002609527,0.005704799,0.0003917435,0.09566753,0.00003154413,0.03934649,0.02980096,0.05840068,0.06196876],"study_design_scores_gemma":[0.01344584,0.002353503,0.8857625,0.009695761,0.0002057063,5.89874e-7,0.002640268,0.0007068397,0.02546209,0.05591102,0.003357326,0.0004585973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9084432,0.00002250258,0.000009568076,0.05608554,0.00005351278,0.0005513275,0.001554339,0.0000416809,0.03323836],"genre_scores_gemma":[0.9903742,0.000960567,0.004603105,0.001901238,0.0001007836,0.00006385648,0.0004427804,0.00002329324,0.001530173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4732011,"threshold_uncertainty_score":0.9996066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7843939169766674,"score_gpt":0.5416378004713055,"score_spread":0.2427561165053619,"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."}}