{"id":"W7110901150","doi":"10.1021/acs.energyfuels.5c01778.s001","title":"Scale Formationfrom Dissolved Organic Matter in SAGDSteam GeneratorsPart I: Acidic Species Characterized by FTICR-MS","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Boiler feedwater; Dissolved organic carbon; Organic matter; Produced water; Total organic carbon; Boiler (water heating); Hydrocarbon; Steam injection; Carbon fibers","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":[0.0001191266,0.0003684574,0.0001926885,0.0005452543,0.0003927098,0.0004228341,0.0002586106,0.0002445541,0.0009657757],"category_scores_gemma":[0.000111554,0.0001579752,0.0002421684,0.0003706535,0.0003162581,0.0001963664,0.0002505551,0.0003449268,0.0001840892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007301471,"about_ca_system_score_gemma":0.0003810537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03484208,"about_ca_topic_score_gemma":0.05667944,"domain_scores_codex":[0.9998398,0.000005380282,0.000004785857,0.00003999635,0.00007467999,0.000035284],"domain_scores_gemma":[0.9999474,0.000006137932,0.00001245444,0.00000241011,0.00002152876,0.00001004849],"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":[0.00006513402,0.0000140003,0.002867554,0.00003032776,0.000007324698,0.00005728842,0.00007920359,0.0000961577,0.9947479,0.00002397975,0.00002972269,0.001981431],"study_design_scores_gemma":[0.000006529078,0.0001292083,0.06829066,0.000008136107,0.00002051133,0.00006169359,0.0003245189,0.001710926,0.9279937,0.00003611776,0.001402809,0.00001534031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974815,0.0002297229,0.001040658,0.00001366398,0.000005183061,0.00003245363,0.0004560122,0.00002929417,0.0007114249],"genre_scores_gemma":[0.9944162,0.0003399565,0.002397393,0.00002582242,0.00000392094,0.00003196132,0.0006487468,0.00001742958,0.002118651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03484208,"threshold_uncertainty_score":0.06927854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01448101029767858,"score_gpt":0.2291742984376498,"score_spread":0.2146932881399712,"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."}}