{"id":"W3003836971","doi":"10.3390/s20030813","title":"Immunosensor Based on Long-Period Fiber Gratings for Detection of Viruses Causing Gastroenteritis","year":2020,"lang":"en","type":"article","venue":"Sensors","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"Narodowe Centrum Badań i Rozwoju; Narodowe Centrum Nauki","keywords":"Period (music); Fiber; Optical fiber; Virology; Materials science; Medicine; Optics; Composite material; Physics; Acoustics","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":[0.0003723916,0.000497131,0.000267668,0.0003530474,0.0001213073,0.0001850457,0.0003925085,0.0005168713,0.000275533],"category_scores_gemma":[0.0002862694,0.0001933175,0.0002450915,0.0002472713,0.0002109607,0.0003320299,0.0002147278,0.0002808025,0.0001329966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003108504,"about_ca_system_score_gemma":0.0002022333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001050485,"about_ca_topic_score_gemma":0.001738902,"domain_scores_codex":[0.9997302,0.00004674428,0.00001268529,0.00006400145,0.0001126192,0.00003377728],"domain_scores_gemma":[0.9998463,0.00004460566,0.00004017276,0.00001044087,0.00004110676,0.00001725379],"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":[0.00003092329,0.00001177804,0.0002603633,0.00004476414,0.00000435343,0.0000350253,0.00001072578,0.0001259029,0.9964813,0.00003838078,0.00002950436,0.002927013],"study_design_scores_gemma":[0.000004862928,0.0002505093,0.002756981,0.000006579146,0.00001628062,0.0002041468,0.00002352957,0.004450928,0.9912993,0.00003630217,0.0009393697,0.00001105771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8997951,0.009092579,0.08773264,0.0002581194,0.0002479668,0.000112868,0.0002555289,0.0004997545,0.002005423],"genre_scores_gemma":[0.920607,0.003068899,0.074386,0.0001640701,0.00005904095,0.00004364119,0.0001587223,0.00002156147,0.001491117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001050485,"threshold_uncertainty_score":0.00225538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04413826996366132,"score_gpt":0.3178606385283419,"score_spread":0.2737223685646806,"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."}}