{"id":"W4386950971","doi":"10.1093/infdis/jiad405","title":"Thinking Small, Stinking Big: The World of Microbial Odors","year":2023,"lang":"en","type":"article","venue":"The Journal of Infectious Diseases","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Allergy and Infectious Diseases; National Institutes of Health; Burroughs Wellcome Fund; U.S. Department of Defense","keywords":"Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001583922,0.000119932,0.000187554,0.0001676252,0.0001183566,0.00002353767,0.0004735452,0.00003589843,0.00001108264],"category_scores_gemma":[0.0003329047,0.00006679884,0.0001280611,0.0006542303,0.0001433737,0.00006434201,0.00009593528,0.0003417694,0.000006918499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006236766,"about_ca_system_score_gemma":0.000008723875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005100376,"about_ca_topic_score_gemma":0.00003019946,"domain_scores_codex":[0.9992139,0.00003456494,0.0003132894,0.00004738926,0.000188723,0.0002021058],"domain_scores_gemma":[0.998872,0.000643392,0.0001822793,0.0001978505,0.00007047995,0.00003395806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007542513,0.00006740784,0.01344654,0.0001706955,0.0004091564,0.00003943827,0.0007797391,0.4825003,0.4766279,0.0004992053,0.005498535,0.01988556],"study_design_scores_gemma":[0.001879854,0.0002670357,0.02445505,0.00105687,0.0008850755,0.0004169696,0.002231035,0.002789913,0.8856907,0.07249055,0.007072534,0.0007643868],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970346,0.0008658583,0.0006192567,0.0002375918,0.0003933197,0.00006957768,0.000006307662,0.0004225176,0.0003509824],"genre_scores_gemma":[0.9992304,0.0003991295,0.0000614933,0.00003679885,0.000202497,0.000001364692,5.950063e-7,0.00002609651,0.00004164588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4797104,"threshold_uncertainty_score":0.2723978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210558435640277,"score_gpt":0.2202925579191753,"score_spread":0.2081869735627725,"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."}}