{"id":"W3213930818","doi":"10.1089/bio.2021.0084","title":"What Do Biomedical Researchers Want from Biobanks? Results of an Online Survey","year":2021,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Centre for Applied Research in Cancer Control","funders":"","keywords":"Biobank; Demographics; Sample (material); Scope (computer science); Government (linguistics); Likert scale; Data collection; Data science; Medical education; Medicine; Computer science; Psychology; Bioinformatics; Demography; Biology","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":[0.02954533,0.0002251244,0.0005321489,0.001914226,0.001070394,0.00284224,0.0005690047,0.001243669,0.003723194],"category_scores_gemma":[0.0888507,0.0002886031,0.0005961668,0.002123658,0.0007840422,0.002949008,0.002636352,0.0013543,0.001033986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001035758,"about_ca_system_score_gemma":0.001938442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001796766,"about_ca_topic_score_gemma":0.00195483,"domain_scores_codex":[0.9833171,0.01021078,0.002068022,0.0008019734,0.002338072,0.001264091],"domain_scores_gemma":[0.9008427,0.06458091,0.01586285,0.001995661,0.01103544,0.005682388],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004619318,0.0004454126,0.7600336,0.001609075,0.0001752265,0.0005705059,0.1459884,0.0001541552,0.001232117,0.0006595704,0.01713179,0.07153829],"study_design_scores_gemma":[0.00005654437,0.0006725754,0.6358202,0.001087771,0.00009080123,0.0007115047,0.3216472,0.0005456284,0.0003921197,0.0007118162,0.03816408,0.00009977378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835986,0.0008638756,0.0007169482,0.006303581,0.00007938348,0.0002977198,0.002042051,0.00004203917,0.006055776],"genre_scores_gemma":[0.9868245,0.001986963,0.001983406,0.005027956,0.0001442532,0.0008548894,0.001297956,0.00003774414,0.001842382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9704547,"threshold_uncertainty_score":0.1562526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7332058434454419,"score_gpt":0.5728330227691011,"score_spread":0.1603728206763408,"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."}}