{"id":"W2800784504","doi":"10.1002/cjce.23241","title":"Development of efficient formulation for the removal of iron sulphide scale in sour production wells","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qatar National Research Fund; Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Solubility; Catalysis; Sour gas; Amine gas treating; Chemistry; Corrosion; Ethylene; Acetic acid; Metallurgy; Materials science; Organic chemistry; Natural gas","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":[0.0005934217,0.0000479912,0.00009121303,0.00007993268,0.00003805918,0.0000105106,0.0001015998,0.00003011926,0.00001953128],"category_scores_gemma":[0.0001629319,0.0000320884,0.00003334495,0.0001241093,0.00004536231,0.00004270046,0.000006821963,0.00005333785,4.509883e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001428463,"about_ca_system_score_gemma":0.0001839434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001025053,"about_ca_topic_score_gemma":0.0002955354,"domain_scores_codex":[0.999365,0.000006715284,0.0003345887,0.00004938183,0.0001313192,0.0001129984],"domain_scores_gemma":[0.9995361,0.00003298446,0.0001409011,0.00006959119,0.000167398,0.00005302806],"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":[0.00001969957,0.000004538327,0.000005455209,0.00002557285,0.000001812431,2.193704e-7,0.0009558152,0.03268735,0.9657504,0.0002907565,0.00002248027,0.0002358807],"study_design_scores_gemma":[0.0001623915,0.00001339958,0.0001852647,0.00008990066,0.000007040796,0.00002435433,0.00004431808,0.02225939,0.9763599,0.000036381,0.0007794085,0.00003822051],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943287,0.0000527737,0.004942202,0.0002899581,0.0002425262,0.0001116798,0.000002291769,0.000002170519,0.00002769074],"genre_scores_gemma":[0.9972627,4.365126e-7,0.002558668,0.0000105556,0.0001509525,0.0000016814,0.00000104643,0.000006112235,0.000007834886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01060951,"threshold_uncertainty_score":0.1308527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286396029545513,"score_gpt":0.211302196545454,"score_spread":0.1984382362499989,"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."}}