{"id":"W4225731096","doi":"10.30909/vol.05.01.3359","title":"Effectiveness of low-cost air quality monitors for identifying volcanic SO₂ and PM downwind from Masaya volcano, Nicaragua","year":2022,"lang":"en","type":"article","venue":"Volcanica","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; York University","funders":"University of Bristol; Agence Nationale de la Recherche; Met Office; Natural Environment Research Council; Sight Research UK","keywords":"Volcano; Environmental science; Particulates; Air quality index; Impact crater; Humidity; Meteorology; Air pollution; Remote sensing; Geology; Geography; Seismology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002143228,0.0002600504,0.0004658926,0.00005526534,0.0005665305,0.00003261638,0.0004774642,0.00009315132,0.0003388058],"category_scores_gemma":[0.0002924797,0.0002764195,0.0001784555,0.0003308611,0.0002501973,0.0002013564,0.0008065064,0.0003185965,0.00002164659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004388492,"about_ca_system_score_gemma":0.00004329646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005272758,"about_ca_topic_score_gemma":0.0001242211,"domain_scores_codex":[0.9970361,0.0005851908,0.0005822755,0.0007235318,0.000598921,0.0004739757],"domain_scores_gemma":[0.9977385,0.001199403,0.0003438025,0.0005220509,0.00002384756,0.0001723531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001172024,0.0006579674,0.6900849,0.0008383818,0.000276764,0.00001462654,0.003169561,0.007074402,0.2597383,0.0003641785,0.001548498,0.03506039],"study_design_scores_gemma":[0.002148246,0.0003174781,0.9345924,0.0001874741,0.0001109744,0.000007284127,0.001861358,0.001921619,0.05155085,0.002469894,0.004063306,0.000769116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956921,0.000156602,0.001819353,0.00006976695,0.0007279614,0.0007171304,0.0003735591,0.0000701523,0.0003734126],"genre_scores_gemma":[0.9986182,0.000009495536,0.0007148828,0.00003386058,0.0001376943,0.0001943775,0.00004943902,0.00004227992,0.0001997555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2445074,"threshold_uncertainty_score":0.9999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03638969579987274,"score_gpt":0.301725152949233,"score_spread":0.2653354571493602,"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."}}