{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001245339,0.0002384678,0.0002496608,0.00003979648,0.00004911826,0.0001061157,0.0003164859,0.0004727954,0.1034756],"category_scores_gemma":[0.00003734887,0.0002320346,0.0001516811,0.00002679565,0.00003783556,0.000001909257,0.0001752592,0.0001429189,0.3371059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002059201,"about_ca_system_score_gemma":0.0001200259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001023421,"about_ca_topic_score_gemma":0.00003658712,"domain_scores_codex":[0.9986821,0.00006532465,0.0003084414,0.0006081613,0.0001020909,0.0002339144],"domain_scores_gemma":[0.9988458,0.000005616898,0.0001413675,0.000821417,0.000114656,0.00007117847],"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":[0.00001092348,0.00002273108,0.0005821373,0.00005996917,0.00002892601,1.448095e-7,0.000006575011,0.00000534329,0.1444066,0.000001553253,0.8545903,0.0002847966],"study_design_scores_gemma":[0.0001420956,0.00004820068,0.001506462,0.00002005135,0.00001167318,0.000003928797,0.00001484187,0.00001869343,0.007695307,0.000002148623,0.9902269,0.0003097174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0315111,0.0008443855,0.002309522,0.000405838,0.008012274,0.0005571931,0.0002626933,0.00002700705,0.95607],"genre_scores_gemma":[0.02873546,0.00009010112,0.0004201916,0.0007972958,0.0008626426,0.00001804243,0.004013741,0.00004784218,0.9650147],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2336303,"threshold_uncertainty_score":0.9462098,"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."}}