{"id":"W4405290120","doi":"10.1080/10962247.2024.2440034","title":"The development and application of a new method for quantifying total atmospheric sulfur in the Alberta Oil Sands","year":2024,"lang":"en","type":"article","venue":"Journal of the Air & Waste Management Association","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Environment and Climate Change Canada","funders":"Academia Oamenilor de Știință din România; Environment and Climate Change Canada; Alberta Environment and Parks","keywords":"Sulfur dioxide; Sulfur; Odor; Hydrogen sulfide; Environmental science; Waste management; Air quality index; Sulfate; Air pollution; Oil refinery; Environmental chemistry; Environmental engineering; Chemistry; Engineering; Meteorology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008419689,0.0006456219,0.0002902049,0.002215857,0.0006722366,0.0006700644,0.0009270678,0.0005978015,0.0005266048],"category_scores_gemma":[0.000505731,0.0003173907,0.0003361187,0.001084396,0.0005352135,0.0003845022,0.0007047615,0.0005995604,0.0002501424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002009167,"about_ca_system_score_gemma":0.002838596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1877142,"about_ca_topic_score_gemma":0.4127278,"domain_scores_codex":[0.9990373,0.00006139201,0.00002688382,0.0002226435,0.0005991796,0.00005259105],"domain_scores_gemma":[0.9996833,0.00003976942,0.00004625237,0.0000209267,0.0001806681,0.00002914031],"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":[0.0002304207,0.0001032454,0.07354069,0.0003746841,0.0001106854,0.0002530225,0.0005079687,0.005249412,0.769673,0.000965468,0.0009312403,0.1480602],"study_design_scores_gemma":[0.00008999123,0.0006080581,0.199072,0.00008573629,0.0002002685,0.0008160812,0.0009037039,0.131143,0.6384379,0.0009635455,0.02746411,0.0002157016],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5756205,0.003736268,0.4022162,0.0005650452,0.0003736637,0.000832069,0.002843152,0.002446881,0.01136623],"genre_scores_gemma":[0.5259286,0.001782766,0.4637475,0.000217834,0.00004651046,0.0002706126,0.0007907468,0.0000983081,0.007117135],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8122858,"threshold_uncertainty_score":0.3732432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362786448353911,"score_gpt":0.2777359646832868,"score_spread":0.2641081001997477,"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."}}