{"id":"W1974184788","doi":"10.1038/nmeth.2142","title":"Biobanks, consent and claims of consensus","year":2012,"lang":"en","type":"article","venue":"Nature Methods","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":105,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Biobank; Informed consent; Consensus conference; Political science; Medicine; Alternative medicine; Bioinformatics; Biology; Pathology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01039097,0.00009530003,0.0003437107,0.00008989063,0.00003224233,0.000004685919,0.00007857016,0.001015224,0.0001226871],"category_scores_gemma":[0.04131139,0.00006999262,0.00007566973,0.0001951924,0.0005957313,0.00001418816,0.0001132068,0.003080797,0.000007157921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002621815,"about_ca_system_score_gemma":0.0002251531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001468924,"about_ca_topic_score_gemma":0.000006646026,"domain_scores_codex":[0.9982157,0.0005358448,0.0003081812,0.0001889252,0.0004698008,0.0002815397],"domain_scores_gemma":[0.9715495,0.02726589,0.00008442104,0.0004221394,0.0003714154,0.0003066702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001120372,0.0007757923,0.211421,0.00243888,0.0004172266,0.00004939386,0.0009533755,8.416468e-8,0.2708322,0.2883505,0.009819297,0.2138218],"study_design_scores_gemma":[0.004092494,0.0009151366,0.3052759,0.0007941755,0.0003864238,0.0004651247,0.000581822,0.00007120558,0.4442063,0.1159469,0.1268384,0.0004261119],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8350588,0.06000308,0.005090871,0.02603559,0.002307319,0.0009914936,0.00003381492,0.0001107132,0.07036831],"genre_scores_gemma":[0.5769909,0.0005046889,0.4198452,0.001044008,0.0001832039,0.000002907256,0.000001838129,0.00001208207,0.001415177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4147543,"threshold_uncertainty_score":0.9992191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5813830908287533,"score_gpt":0.7095943236387294,"score_spread":0.1282112328099762,"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."}}