{"id":"W2086421187","doi":"10.1016/j.tmaid.2013.12.001","title":"Looking for TB in the sky: Money well spent?","year":2013,"lang":"en","type":"letter","venue":"Travel Medicine and Infectious Disease","topic":"Wireless Networks and Protocols","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Testbed; Computer science; Scalability; Suite; The Internet; Instrumentation (computer programming); Interface (matter); Process (computing); Set (abstract data type); Network topology; Distributed computing; Computer network; Database; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004133037,0.0003382312,0.000424979,0.0001865349,0.0001550448,0.0001787231,0.0006669036,0.0002280403,0.00006731236],"category_scores_gemma":[0.00005623979,0.0002087793,0.0001027431,0.0002471502,0.0001236768,0.0002056798,0.00007971192,0.00081777,0.00002066072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002994465,"about_ca_system_score_gemma":0.00008788746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003021586,"about_ca_topic_score_gemma":0.00001644348,"domain_scores_codex":[0.9981374,0.0001466645,0.0003620491,0.0005311501,0.0003513995,0.000471372],"domain_scores_gemma":[0.998528,0.0004732088,0.0001625038,0.0006238307,0.0000618397,0.0001506297],"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":[0.00000874666,0.00003836521,0.0005898901,0.0003373846,0.0000199973,0.0001377452,0.0004353807,0.00001041392,0.00000111999,0.00184578,0.9868391,0.009736107],"study_design_scores_gemma":[0.001839152,0.0004156154,0.004891184,0.0006819872,0.00008742658,0.0000290871,0.00002943638,0.01105396,0.000001684195,0.01589789,0.9646388,0.0004337426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000554558,0.001931625,0.0779483,0.8858976,0.0011777,0.01877948,0.00001820461,0.0001545424,0.01353798],"genre_scores_gemma":[0.02211452,0.0003366848,0.0001457352,0.9590419,0.008475444,0.008715358,0.000086175,0.00005065052,0.001033517],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07780257,"threshold_uncertainty_score":0.8513773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224992919701283,"score_gpt":0.270197349308032,"score_spread":0.2476980573379037,"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."}}