{"id":"W2538533931","doi":"10.1039/c6an01563h","title":"Development of a functional point-of-need diagnostic for myeloperoxidase detection to identify neutrophilic bronchitis","year":2016,"lang":"en","type":"article","venue":"The Analyst","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"Institute of Circulatory and Respiratory Health; Grand Challenges Canada; Ontario Ministry of Research, Innovation and Science","keywords":"Myeloperoxidase; Sputum; Bronchitis; Chronic bronchitis; Medicine; Pathology; Internal medicine; Tuberculosis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001234578,0.0008067837,0.0004030523,0.0008379271,0.0002796148,0.0006836343,0.001322105,0.001838212,0.001703361],"category_scores_gemma":[0.002558383,0.0005638828,0.0005238643,0.0002574172,0.0004072968,0.0008871935,0.0007979011,0.0008727488,0.001082345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004169313,"about_ca_system_score_gemma":0.0005957553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004635051,"about_ca_topic_score_gemma":0.0008955128,"domain_scores_codex":[0.9988511,0.0002880181,0.00006146715,0.0002105375,0.0005185038,0.00007042057],"domain_scores_gemma":[0.9990159,0.0003734821,0.0001617103,0.0000610282,0.0003007439,0.00008713071],"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":[0.0000721102,0.00008788554,0.0008483158,0.0001637207,0.000009703576,0.0001206349,0.00006097147,0.0001149732,0.9835041,0.0003937806,0.0003842904,0.0142396],"study_design_scores_gemma":[0.00002852025,0.0007005939,0.002756889,0.00004888726,0.00003594364,0.001329076,0.00006882068,0.01245336,0.9763258,0.0002222801,0.005975919,0.00005387937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3890699,0.003691988,0.5945673,0.001766059,0.0004927685,0.001794331,0.001148308,0.002778878,0.004690464],"genre_scores_gemma":[0.4849357,0.001438393,0.5043089,0.001071133,0.0001007182,0.001107983,0.000706107,0.00008403043,0.006246971],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001838212,"threshold_uncertainty_score":0.006529152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01622241369186788,"score_gpt":0.2348207789421178,"score_spread":0.2185983652502499,"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."}}