{"id":"W2905962076","doi":"10.1089/bio.2018.0099","title":"Research Perspective on Utilizing and Valuing Tumor Biobanks","year":2018,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biobank; Value (mathematics); Perspective (graphical); Engineering ethics; Business; Computer science; Bioinformatics; Engineering; 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":[0.01492028,0.0008356188,0.0008883008,0.004764217,0.001244491,0.01239074,0.001357471,0.003860953,0.004449537],"category_scores_gemma":[0.01552141,0.0002882927,0.0007089812,0.009774835,0.005824707,0.01067998,0.002177052,0.003276162,0.001035164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006117766,"about_ca_system_score_gemma":0.007944166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00334795,"about_ca_topic_score_gemma":0.003884881,"domain_scores_codex":[0.9917282,0.005373621,0.0003374421,0.0007874279,0.001304656,0.0004686412],"domain_scores_gemma":[0.9723268,0.02110561,0.001596024,0.0006552132,0.003690659,0.0006257078],"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":[0.00009941091,0.0001420281,0.003878616,0.007609128,0.00009389856,0.0006805286,0.007771134,0.00124251,0.001999259,0.5851423,0.02279316,0.3685481],"study_design_scores_gemma":[0.00001990028,0.0002787524,0.005383308,0.02642536,0.0001196697,0.00132838,0.03422434,0.0008793412,0.002969678,0.1834732,0.7448062,0.00009179996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.01492991,0.7256374,0.01324114,0.1189824,0.002743506,0.0001205282,0.0002718089,0.00003905443,0.1240342],"genre_scores_gemma":[0.1335941,0.8409932,0.009895513,0.008740884,0.001353211,0.0001196944,0.0001617702,0.00002219754,0.005119443],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01492028,"threshold_uncertainty_score":0.07890689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05948430984296348,"score_gpt":0.3604214142215494,"score_spread":0.300937104378586,"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."}}