{"id":"W2953034943","doi":"10.1089/bio.2018.0120","title":"Biospecimen Complexity and the Evolution of Biobanks","year":2019,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Biobank; Quality (philosophy); Data science; Computer science; Focus (optics); Process (computing); Sustainability; Biorepository; Bioinformatics; 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":[],"consensus_categories":[],"category_scores_codex":[0.07172032,0.0002551025,0.0007657756,0.002959512,0.002756229,0.01442238,0.002103964,0.002959968,0.003784272],"category_scores_gemma":[0.0974534,0.000676249,0.0007033578,0.004950959,0.01366393,0.01643753,0.005938747,0.005107142,0.0008047523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01177936,"about_ca_system_score_gemma":0.01288487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003317615,"about_ca_topic_score_gemma":0.004235863,"domain_scores_codex":[0.9585531,0.02293084,0.003797724,0.003989123,0.009167335,0.001561871],"domain_scores_gemma":[0.8718596,0.08002612,0.01372059,0.0114235,0.01632044,0.006649845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002352093,0.00007049744,0.01245218,0.002341165,0.0001263433,0.0005634995,0.0108348,0.002624175,0.002109332,0.6436067,0.02306554,0.3019706],"study_design_scores_gemma":[0.00003505597,0.0001230637,0.01647509,0.00399643,0.00005048565,0.001108375,0.006437114,0.00104316,0.001775257,0.2480895,0.7207487,0.0001177615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1094742,0.2543589,0.1152281,0.4239584,0.003947065,0.0005777449,0.001204077,0.0003873258,0.09086422],"genre_scores_gemma":[0.5745854,0.2085099,0.1486875,0.04743558,0.004341207,0.0009628928,0.001496008,0.0005427594,0.01343877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07172032,"threshold_uncertainty_score":0.3792979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3483483197773791,"score_gpt":0.475474706973993,"score_spread":0.1271263871966139,"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."}}