{"id":"W2794716988","doi":"10.1089/bio.2017.0081","title":"Barriers and Opportunities in Consent and Access Procedures in Low- and Middle-Income Country Biobanks: Meeting Notes from the BCNet Training and General Assembly","year":2018,"lang":"en","type":"article","venue":"Biopreservation and Biobanking","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill Genome Centre","funders":"World Health Organization","keywords":"Biobank; Expansive; Political science; Low and middle income countries; Public relations; Ethical issues; Informed consent; Engineering ethics; Medicine; Developing country; Alternative medicine; Economic growth; Engineering; Bioinformatics; Economics; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.002398281,0.0001614497,0.0002765296,0.0001482261,0.0002320573,0.0003258173,0.0001078957,0.0002484913,0.00001322229],"category_scores_gemma":[0.006506437,0.000117886,0.0000112645,0.0001656191,0.0009886565,0.0002644212,0.0003366079,0.0004629368,1.306441e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002457556,"about_ca_system_score_gemma":0.0002581935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002312228,"about_ca_topic_score_gemma":0.01059142,"domain_scores_codex":[0.9984176,0.0001321436,0.0004147914,0.0004148019,0.0003437928,0.0002768399],"domain_scores_gemma":[0.9959942,0.003427932,0.0001119093,0.0001516414,0.0001410801,0.0001732697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001748959,0.00001366931,0.9884147,0.0005780947,0.00002335033,0.0000188668,0.0036008,2.5888e-7,0.002660736,0.001564709,0.00001527435,0.002934662],"study_design_scores_gemma":[0.00185951,0.0001785819,0.9763364,0.004607969,0.00002712994,0.00002324626,0.004509028,0.005105261,0.0008636251,0.006053235,0.0002244659,0.0002116166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987012,0.003057923,0.000006511535,0.009290367,0.00004875904,0.0003339599,0.00002481964,0.0000186134,0.0002069931],"genre_scores_gemma":[0.9897884,0.007158358,0.0004679304,0.002316351,0.0001828866,0.00001571184,0.00001409376,0.00001399364,0.0000422987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01207835,"threshold_uncertainty_score":0.7789283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5085833753615823,"score_gpt":0.4815424849602273,"score_spread":0.02704089040135499,"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."}}