{"id":"W6958495985","doi":"10.6084/m9.figshare.28008487.v2","title":"The development and application of a new method for quantifying total atmospheric sulfur in the Alberta Oil Sands","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sulfur; Oil sands; Sulfur dioxide; Hydrogen sulfide; Tailings; Sulfide; Sulfate; Odor","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009729555,0.0006895803,0.0003112286,0.001951216,0.000795769,0.0008033369,0.001059973,0.0008216716,0.0006114912],"category_scores_gemma":[0.0006967377,0.0003391448,0.0003712256,0.001160475,0.00066939,0.000443107,0.0007719076,0.0007330931,0.0003296357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002262283,"about_ca_system_score_gemma":0.003352833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1572983,"about_ca_topic_score_gemma":0.3665241,"domain_scores_codex":[0.999015,0.00007004936,0.00002752103,0.0002429407,0.0005868541,0.00005765841],"domain_scores_gemma":[0.999518,0.00006888526,0.00005959714,0.00003242169,0.0002822079,0.00003898492],"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":[0.0002106127,0.0001136621,0.06061112,0.0004571245,0.0001071348,0.0002438083,0.0005154499,0.005130439,0.7594253,0.001416169,0.001294305,0.1704748],"study_design_scores_gemma":[0.0000820935,0.0006692597,0.1438235,0.0001065128,0.0002105827,0.0009032356,0.00105519,0.1221448,0.6908123,0.001265268,0.03870004,0.0002272126],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4162181,0.004632695,0.5556116,0.0007653474,0.0005753849,0.001186415,0.002894739,0.003203805,0.01491184],"genre_scores_gemma":[0.3706405,0.002101278,0.6180336,0.0003175144,0.00005268203,0.0003193656,0.0006596474,0.0001118992,0.007763545],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8427017,"threshold_uncertainty_score":0.3127655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03604956947134502,"score_gpt":0.3148011137737866,"score_spread":0.2787515443024416,"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."}}