{"id":"W4200306143","doi":"10.1016/j.cct.2021.106655","title":"Biorepository – A key component of research studies","year":2021,"lang":"en","type":"article","venue":"Contemporary Clinical Trials","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa; University of Alberta","funders":"Österreichische Krebshilfe Tirol; Österreichische Forschungsförderungsgesellschaft; Women and Children's Health Research Institute; Austrian Science Fund; Natural Science Foundation of Hubei Province; National Cancer Institute; Stollery Children’s Hospital Foundation; Canadian Institutes of Health Research; Cancer Research Society","keywords":"Biorepository; Workflow; Standardization; Sine qua non; Translational research; Medicine; Data science; Clinical trial; Quality (philosophy); Protocol (science); Computer science; Computational biology; Bioinformatics; Biobank; Pathology; Database; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"category_scores_codex":[0.6025344,0.001486145,0.004202076,0.007786778,0.01199117,0.02129741,0.008420268,0.009905608,0.02006074],"category_scores_gemma":[0.6256473,0.003725758,0.001533323,0.007726273,0.03288448,0.02047107,0.02331136,0.01939979,0.0104463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008835971,"about_ca_system_score_gemma":0.06992987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001784782,"about_ca_topic_score_gemma":0.00247299,"domain_scores_codex":[0.310385,0.5926476,0.02659285,0.01502399,0.05111981,0.00423076],"domain_scores_gemma":[0.1611819,0.6162824,0.03215177,0.1091117,0.05913425,0.02213808],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009177563,0.001251807,0.009984436,0.006131554,0.0002762913,0.0009026411,0.04641175,0.0008099082,0.003471534,0.5604101,0.0383826,0.3310497],"study_design_scores_gemma":[0.0006014133,0.001276845,0.01015596,0.01016618,0.0001745342,0.002101785,0.0110912,0.001475716,0.005643979,0.4800346,0.4770229,0.0002548042],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.01697826,0.02052853,0.5532359,0.2270238,0.009873708,0.04022095,0.000798257,0.001073823,0.1302668],"genre_scores_gemma":[0.283979,0.01202627,0.5203627,0.07188466,0.0126678,0.07324656,0.0007462122,0.001062493,0.02402436],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3974656,"threshold_uncertainty_score":0.4901459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9803820864916953,"score_gpt":0.7954294874289627,"score_spread":0.1849525990627326,"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."}}