{"id":"W2964357621","doi":"10.1117/12.2532080","title":"Front Matter: Volume 10875","year":2019,"lang":"en","type":"paratext","venue":"","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pacific Northwest National Laboratory; National Cheng Kung University; Université de Fribourg; Massachusetts Institute of Technology; Medizinische Universität Wien; Simon Fraser University; Universität Wien; University of Arizona; Albert-Ludwigs-Universität Freiburg; University of Illinois at Urbana-Champaign; University of Utah; Vanderbilt University","keywords":"Gold standard (test); Path (computing); Consistency (knowledge bases); Multiplexing; Partition (number theory); Analyte; Volume (thermodynamics); Laser; Computer science; Materials science; Biomedical engineering; Optics; Physics; Chromatography; Mathematics; Artificial intelligence; Chemistry; Engineering; Statistics; Telecommunications","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004114369,0.001264976,0.0007069178,0.002504233,0.001508805,0.00649678,0.0008712627,0.00161587,0.9127589],"category_scores_gemma":[0.001339205,0.0005161495,0.0004776241,0.001275042,0.000564605,0.001697713,0.001119229,0.001266809,0.8748738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142641,"about_ca_system_score_gemma":0.0009941719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00234945,"about_ca_topic_score_gemma":0.004880239,"domain_scores_codex":[0.9995605,0.00001805449,0.00001478767,0.00008438384,0.0002758311,0.00004638304],"domain_scores_gemma":[0.9990803,0.0001303893,0.00004107903,0.0001020875,0.0003814545,0.0002646891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003898466,0.00003839557,0.0001272748,0.0001024596,0.000005515792,0.0000464403,0.00001133428,0.00006105813,0.003045522,0.0009143862,0.8788198,0.1167889],"study_design_scores_gemma":[0.00001014113,0.00002478466,0.0006485615,0.00007827606,0.000005957402,0.0001426747,0.00002797484,0.0003869327,0.002554547,0.0006277452,0.9954805,0.0000118682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001047183,0.0007045902,0.002103616,0.001086308,0.003590278,0.0001040906,0.003468521,0.003627006,0.9842683],"genre_scores_gemma":[0.002245072,0.000497567,0.0008033638,0.000288015,0.0004504776,0.00002423548,0.002484931,0.0005696267,0.9926367],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08724105,"threshold_uncertainty_score":0.1244387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01190948987344678,"score_gpt":0.2536426521329969,"score_spread":0.2417331622595501,"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."}}