{"id":"W3127124512","doi":"10.21203/rs.3.rs-135072/v1","title":"Rapid Antibiotic Susceptibility Testing on Pathogenic Bacteria in Solid Growth Medium Using a Real-Time and Contactless Planar Microwave Resonator Sensor","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère de la Défense Nationale; CMC Microsystems","keywords":"Resonator; Microwave; Bacteria; Antibiotics; Erythromycin; Dielectric; Agar; Materials science; Bacterial growth; Microbiology; Pathogenic bacteria; Optoelectronics; Biology; Computer science; Telecommunications","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":[0.0006295558,0.0005109096,0.0005448296,0.0003507274,0.0001236025,0.000453537,0.0008334169,0.000804238,0.0006703962],"category_scores_gemma":[0.0008022697,0.000351913,0.0003708814,0.0002423137,0.000298878,0.0005770453,0.0003577871,0.0003849668,0.0006031308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002278655,"about_ca_system_score_gemma":0.0001823772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001778887,"about_ca_topic_score_gemma":0.0003262724,"domain_scores_codex":[0.9988322,0.0002269942,0.00005973149,0.0003276109,0.0004994793,0.00005392535],"domain_scores_gemma":[0.9992501,0.0002308451,0.0002131142,0.0001010123,0.000168564,0.00003635336],"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":[0.0000347794,0.00001675957,0.0002172629,0.00002729646,0.000004592867,0.00002501796,0.00001198144,0.00008692037,0.9971185,0.00002903194,0.00003417078,0.002393679],"study_design_scores_gemma":[0.000008919821,0.0003954511,0.001718622,0.00000357269,0.00001705796,0.0004577926,0.00002604223,0.00525415,0.9910953,0.0000221131,0.0009796752,0.00002138801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7483955,0.001534762,0.2451848,0.0003002602,0.0002109786,0.0001486107,0.0003993949,0.001613227,0.002212455],"genre_scores_gemma":[0.8105667,0.0005095885,0.1856667,0.0001156998,0.00004254392,0.0001010979,0.0002177323,0.00004358614,0.002736429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008334169,"threshold_uncertainty_score":0.003329456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07087027194277784,"score_gpt":0.3522616199072577,"score_spread":0.2813913479644798,"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."}}