{"id":"W2077800441","doi":"10.1089/bio.2010.0005","title":"Biospecimen Use in Cancer Research Over Two Decades","year":2010,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Cancer; Cohort; Medicine; Biobank; Cohort study; Biorepository; Oncology; Internal medicine; 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":[0.02414367,0.0003552342,0.001144748,0.01577964,0.000472996,0.003314427,0.001158735,0.0009472138,0.002419253],"category_scores_gemma":[0.08133882,0.0004160727,0.001737452,0.03923484,0.0009768904,0.003225391,0.001756472,0.000941433,0.0007815965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00258543,"about_ca_system_score_gemma":0.00296716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004297314,"about_ca_topic_score_gemma":0.005024341,"domain_scores_codex":[0.9739983,0.006188296,0.009050852,0.004616916,0.00540028,0.0007453889],"domain_scores_gemma":[0.8001139,0.09761959,0.07097887,0.00761978,0.02050791,0.003160021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001007832,0.00007686529,0.6171721,0.01505466,0.002808191,0.0008720356,0.00376328,0.0006952488,0.003074347,0.002516291,0.008846894,0.3441122],"study_design_scores_gemma":[0.00005906002,0.0004486402,0.8461943,0.01023757,0.001936484,0.004226968,0.002639999,0.0005315691,0.002925808,0.0009724795,0.1297334,0.00009362979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3622157,0.5973533,0.002640049,0.008153789,0.0008151301,0.00009232014,0.02050949,0.0001644393,0.008055736],"genre_scores_gemma":[0.6380258,0.3333101,0.004359443,0.00302954,0.001937737,0.0003148953,0.0161857,0.0001465735,0.002690233],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02414367,"threshold_uncertainty_score":0.1276854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06973219824422844,"score_gpt":0.387667072247573,"score_spread":0.3179348740033446,"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."}}