{"id":"W2064711602","doi":"10.2523/iptc-17336-ms","title":"Polymeric Corrosion Inhibitors - a New Class of Versatile Oilfield Formulation Bases","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"AkzoNobel (Canada)","funders":"AkzoNobel","keywords":"Corrosion; Alkyl; Produced water; Chemistry; Materials science; Petroleum engineering; Organic chemistry; Geology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00014061,0.0005179471,0.0002618274,0.0004844262,0.0001517399,0.0004015476,0.0004681223,0.0004142809,0.002559166],"category_scores_gemma":[0.000191777,0.0002195436,0.0002506098,0.0002579543,0.000139347,0.0005083529,0.0003684588,0.0009673583,0.001414311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002047002,"about_ca_system_score_gemma":0.0001474121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003166376,"about_ca_topic_score_gemma":0.0005852316,"domain_scores_codex":[0.9998649,0.00001611173,0.000006938418,0.00002855463,0.0000605368,0.00002290443],"domain_scores_gemma":[0.9999069,0.00001260248,0.0000323479,0.000006091355,0.0000228005,0.00001928672],"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":[0.0001431554,0.0002519627,0.0002416126,0.00122543,0.00003378066,0.0002608061,0.00006136191,0.0009700248,0.8780441,0.003163392,0.004029943,0.1115744],"study_design_scores_gemma":[0.00003176852,0.001657761,0.001010305,0.0001194887,0.00005866678,0.0008821322,0.00002718073,0.001847903,0.7864932,0.0002896457,0.2075531,0.00002881241],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4826759,0.3508369,0.0756904,0.002025987,0.001445874,0.0006428953,0.001832623,0.001500428,0.0833491],"genre_scores_gemma":[0.8027707,0.110975,0.02866554,0.0009165712,0.0005390649,0.0003274727,0.001232531,0.0002219467,0.05435116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002559166,"threshold_uncertainty_score":0.008561254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01382160052020409,"score_gpt":0.2487679216247718,"score_spread":0.2349463211045677,"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."}}