{"id":"W2185329096","doi":"10.5006/1875","title":"Novel Inhibitors Containing Multi-Functional Groups for Pipeline Corrosion Inhibition in Oilfield Formation Water","year":2015,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Corrosion; Cathodic protection; Quartz crystal microbalance; Electrochemistry; Corrosion inhibitor; Materials science; Ferrous; Anode; X-ray photoelectron spectroscopy; Electrochemical noise; Electrode; Chemical engineering; Metallurgy; Chemistry; Organic chemistry; Adsorption","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0001798823,0.0009234317,0.0005474832,0.0003172274,0.0001624579,0.0003753663,0.0007177359,0.0005749497,0.0006024856],"category_scores_gemma":[0.0001687103,0.0002537025,0.0003828077,0.0001946785,0.0001636065,0.0005053532,0.0002681086,0.000520587,0.0004244162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002392708,"about_ca_system_score_gemma":0.0001882029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005462598,"about_ca_topic_score_gemma":0.001032837,"domain_scores_codex":[0.9998198,0.0000225492,0.00001367657,0.00004151287,0.00006210248,0.00004031608],"domain_scores_gemma":[0.9998797,0.00001435948,0.00004375855,0.000006422642,0.00002838114,0.00002733941],"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":[0.0001433363,0.00006859883,0.0001335224,0.0002607128,0.0000244791,0.00008610237,0.00001625175,0.0002812423,0.9917567,0.0001568546,0.00009658489,0.006975723],"study_design_scores_gemma":[0.00002099768,0.000481135,0.0005188739,0.000009605212,0.00004260046,0.0001860935,0.000008053516,0.001221145,0.9918914,0.00001802747,0.005588204,0.00001387993],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8847501,0.0354767,0.07163069,0.0003225009,0.0002162231,0.0004244607,0.000532996,0.0004590745,0.006187227],"genre_scores_gemma":[0.9551713,0.0079277,0.03070838,0.0001407955,0.00005084035,0.0001513317,0.0004178465,0.0000387853,0.005393029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009234317,"threshold_uncertainty_score":0.002015531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07200041116095753,"score_gpt":0.2811808462808287,"score_spread":0.2091804351198712,"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."}}