{"id":"W2323556554","doi":"10.1021/nn102873w","title":"Rapid Screening of Genetic Biomarkers of Infectious Agents Using Quantum Dot Barcodes","year":2011,"lang":"en","type":"article","venue":"ACS Nano","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":119,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Barcode; Quantum dot; Infectious disease (medical specialty); Malaria; Computer science; Computational biology; Virology; Nanotechnology; Biology; Disease; Medicine; Materials science; Immunology","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":[0.0006094833,0.0002958657,0.0002955094,0.0003504974,0.0002006254,0.0005057262,0.0003749119,0.0008370832,0.0005726726],"category_scores_gemma":[0.00131525,0.0001641225,0.0001621961,0.0002264145,0.0005525975,0.000538435,0.0002486081,0.000478559,0.0002880726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003218152,"about_ca_system_score_gemma":0.0003093716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008611894,"about_ca_topic_score_gemma":0.001600747,"domain_scores_codex":[0.9994751,0.0001113091,0.00002335307,0.00009187008,0.0002498035,0.00004853153],"domain_scores_gemma":[0.9994686,0.0002649145,0.00008647798,0.00002982369,0.0001210816,0.0000291564],"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":[0.00004382292,0.00002944096,0.0005669363,0.00007157412,0.000006391237,0.00005257206,0.00003625067,0.0003102995,0.9926496,0.0005662884,0.00008295922,0.005583925],"study_design_scores_gemma":[0.000005377938,0.0001830219,0.0006556486,0.000005554942,0.000006422054,0.0001355483,0.00002164504,0.003733223,0.9937748,0.0001187689,0.001349891,0.00001021533],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7216975,0.004268838,0.2690771,0.0006705953,0.0001841947,0.0002754804,0.0003741524,0.0004829037,0.002969196],"genre_scores_gemma":[0.8298034,0.00229541,0.164246,0.0002995809,0.00002632831,0.0001105913,0.0002107116,0.00002590826,0.00298202],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0008611894,"threshold_uncertainty_score":0.0032233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03761813431273114,"score_gpt":0.228637096494915,"score_spread":0.1910189621821838,"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."}}