{"id":"W3203812565","doi":"10.18280/i2m.200407","title":"Sniffer: A Device for Sampling Gases from River","year":2021,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Greenhouse gas; Spring (device); Hydrology (agriculture); Sediment; Sampling (signal processing); STREAMS; Environmental engineering; Geology; Oceanography; Engineering; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001057687,0.0001684518,0.000242056,0.00005074923,0.00009821705,0.00004377045,0.0001808535,0.0001818444,0.0002790967],"category_scores_gemma":[0.001022293,0.0001558342,0.0001248582,0.0001372733,0.00004249211,0.0001379405,0.00007290225,0.0001609428,0.00003062558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007189025,"about_ca_system_score_gemma":0.00005134951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003258781,"about_ca_topic_score_gemma":0.00001239475,"domain_scores_codex":[0.9989046,0.00002810231,0.0002825655,0.0003412097,0.0001555936,0.0002878984],"domain_scores_gemma":[0.9989159,0.0005778176,0.00007617263,0.000258078,0.0001143521,0.00005766025],"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":[0.0001772121,0.00008825661,0.0116202,0.00005836623,0.0002065297,0.00001970562,0.000281025,0.001717868,0.8720343,0.002038323,0.002016672,0.1097416],"study_design_scores_gemma":[0.003921335,0.00009432402,0.01112633,0.00007176237,0.0001604212,0.000008513902,0.001156751,0.01191903,0.9339332,0.02039508,0.01671005,0.0005031708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9297102,0.00048807,0.06614929,0.002000273,0.0003985779,0.0001760829,0.0001403744,0.0006126113,0.000324533],"genre_scores_gemma":[0.950489,0.00004889524,0.04832706,0.0005170866,0.000140547,0.00008508897,0.0002055181,0.00002114761,0.0001656634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1092384,"threshold_uncertainty_score":0.6354734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05979655066894748,"score_gpt":0.3215108754433048,"score_spread":0.2617143247743573,"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."}}