{"id":"W2977066615","doi":"10.1039/c9nr05386g","title":"Towards label-free, wash-free and quantitative B-type natriuretic peptide detection for heart failure diagnosis","year":2019,"lang":"en","type":"article","venue":"Nanoscale","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Natriuretic peptide; Heart failure; Peptide; Materials science; Internal medicine; Medicine; Cardiology; Chemistry; Biochemistry","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":[0.002140335,0.0008989829,0.0006644268,0.0007636062,0.000221147,0.001025949,0.001011821,0.002620027,0.001298889],"category_scores_gemma":[0.002083435,0.0005821721,0.0004558525,0.0004528674,0.0006761782,0.001081687,0.001002554,0.001385669,0.001501801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004145949,"about_ca_system_score_gemma":0.0004601103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003053856,"about_ca_topic_score_gemma":0.0004961431,"domain_scores_codex":[0.9984033,0.0004689945,0.00006948878,0.0004137545,0.0005811658,0.00006328685],"domain_scores_gemma":[0.9991931,0.0003428399,0.0001566868,0.00006915355,0.0001909713,0.00004732112],"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":[0.0001167362,0.00006901467,0.0005104934,0.0002724135,0.00002162479,0.00007068447,0.00006858366,0.000374917,0.9670871,0.0008830765,0.0006413239,0.02988386],"study_design_scores_gemma":[0.00008323016,0.001028838,0.003649371,0.0001530281,0.00009985524,0.001140737,0.00006829351,0.03131702,0.9404306,0.001994091,0.01991726,0.0001177035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1129723,0.01757596,0.861247,0.001668058,0.0005609547,0.0003596388,0.0004638926,0.001559846,0.003592466],"genre_scores_gemma":[0.3159668,0.007374976,0.666835,0.003246442,0.000533942,0.0006929628,0.0007320755,0.0001819345,0.004435929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002620027,"threshold_uncertainty_score":0.01131928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008417969966284128,"score_gpt":0.2234336910695303,"score_spread":0.2150157211032462,"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."}}