{"id":"W4312862806","doi":"10.1287/mnsc.2023.04308","title":"Distributionally Robust Group Testing with Correlation Information","year":2022,"lang":"en","type":"article","venue":"Management Science","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Correlation; Group (periodic table); Econometrics; Statistics; Computer science; Mathematics; Physics","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":[0.06824838,0.001956126,0.004166215,0.002949906,0.001774828,0.003048841,0.005500993,0.004790131,0.006538048],"category_scores_gemma":[0.2491429,0.001233003,0.003380352,0.003255953,0.006126809,0.005355216,0.006094479,0.004931752,0.001702057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160192,"about_ca_system_score_gemma":0.003547285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001789088,"about_ca_topic_score_gemma":0.001657315,"domain_scores_codex":[0.9252509,0.05408366,0.002657489,0.009595722,0.006411984,0.002000235],"domain_scores_gemma":[0.6567237,0.2808762,0.01094841,0.0431533,0.006125827,0.002172627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004187434,0.001018863,0.06016074,0.0008776468,0.003613605,0.002406912,0.0008904192,0.2587581,0.007804858,0.2595654,0.01769032,0.3830258],"study_design_scores_gemma":[0.0003570738,0.0005766054,0.00665895,0.00007586136,0.0002615299,0.0005358657,0.0001523009,0.6735922,0.003123133,0.3119858,0.002617839,0.00006288336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04116957,0.0003543029,0.9526129,0.001399016,0.0001975436,0.0002377811,0.0005317237,0.001023802,0.002473367],"genre_scores_gemma":[0.7767839,0.0002074695,0.2139224,0.001118683,0.0005785755,0.0006578231,0.002148168,0.0004020732,0.004180858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06824838,"threshold_uncertainty_score":0.3609362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02648818274024118,"score_gpt":0.2392717290820745,"score_spread":0.2127835463418334,"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."}}