{"id":"W2552387062","doi":"10.2217/fvl-2016-0076","title":"Uses for an HIV Specimen Repository: Experience and Lessons for Other Conditions","year":2016,"lang":"en","type":"article","venue":"Future Virology","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Johns Hopkins University","keywords":"Biobank; Futures studies; Human immunodeficiency virus (HIV); Resource (disambiguation); Business; Productivity; Medicine; Ethical issues; Engineering ethics; Engineering; Computer science; Bioinformatics; Economic growth; Family medicine; Biology; Economics","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":[0.04570905,0.0004795015,0.000480909,0.0008157208,0.008040711,0.008721211,0.003248207,0.003965437,0.01108754],"category_scores_gemma":[0.05946118,0.0004409031,0.0009801502,0.001269341,0.008089926,0.0108428,0.008246063,0.006900393,0.002146328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003520915,"about_ca_system_score_gemma":0.008533125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004458671,"about_ca_topic_score_gemma":0.01084276,"domain_scores_codex":[0.969057,0.02306036,0.001094463,0.001306505,0.003143145,0.00233853],"domain_scores_gemma":[0.9507878,0.0261647,0.00199173,0.003050481,0.005775052,0.01223023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007818711,0.004818329,0.05822739,0.002149022,0.0001320923,0.02842653,0.2596263,0.00188247,0.002890694,0.04444884,0.08454134,0.5120751],"study_design_scores_gemma":[0.0001635464,0.002918612,0.01617271,0.00382494,0.00009593127,0.04403853,0.3307927,0.002005474,0.004558837,0.02881002,0.5661798,0.0004389118],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5536702,0.02657977,0.03397313,0.2459843,0.005353591,0.001363258,0.0004730787,0.0004153271,0.1321874],"genre_scores_gemma":[0.8562369,0.02327865,0.05881584,0.02684709,0.002111302,0.0005843035,0.0004318722,0.00062181,0.03107214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04570905,"threshold_uncertainty_score":0.2417355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3847003733498227,"score_gpt":0.578272635652502,"score_spread":0.1935722623026793,"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."}}