{"id":"W2772491910","doi":"10.1021/acs.accounts.7b00445","title":"Brucellosis: Improved Diagnostics and Vaccine Insights from Synthetic Glycans","year":2017,"lang":"en","type":"article","venue":"Accounts of Chemical Research","topic":"Brucella: diagnosis, epidemiology, treatment","field":"Veterinary","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Department for Environment, Food and Rural Affairs, UK Government; Bill and Melinda Gates Foundation","keywords":"Brucellosis; Glycan; Virology; Computational biology; Medicine; Chemistry; Biology; Biochemistry; Glycoprotein","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":[],"consensus_categories":[],"category_scores_codex":[0.0009126929,0.0006281278,0.0003254551,0.0004418921,0.00008944729,0.0007481182,0.0003289272,0.0006386154,0.0009270501],"category_scores_gemma":[0.0008469587,0.000277396,0.0004443444,0.0002550079,0.0004922196,0.0009539538,0.0004363438,0.001604108,0.0004384763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005014393,"about_ca_system_score_gemma":0.0003121536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004205532,"about_ca_topic_score_gemma":0.0003764875,"domain_scores_codex":[0.9997522,0.00008979625,0.00001364727,0.00003504242,0.00007046603,0.00003882896],"domain_scores_gemma":[0.9998092,0.00006388582,0.00004238787,0.0000145441,0.00004038911,0.00002952883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006184678,0.0006746098,0.0009955073,0.001693144,0.00007739158,0.0005864779,0.0001803414,0.005230971,0.8137221,0.01782726,0.00282118,0.1555725],"study_design_scores_gemma":[0.0002540248,0.01027017,0.00497472,0.000713642,0.0001994923,0.003048029,0.0002307914,0.02493468,0.7362412,0.01529503,0.2036791,0.0001592346],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4662468,0.366645,0.1235518,0.01445342,0.00193339,0.0005674033,0.001086966,0.0005322656,0.02498296],"genre_scores_gemma":[0.7468738,0.1665399,0.07581347,0.003278508,0.0005269207,0.0002517804,0.001102225,0.00008108652,0.005532352],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0009270501,"threshold_uncertainty_score":0.004826844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300517816345721,"score_gpt":0.4270463781108428,"score_spread":0.2969945964762707,"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."}}