{"id":"W1490062585","doi":"10.5006/c2005-05147","title":"Pipeline Internal Corrosion Control Using Inhibition","year":2005,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baker Hughes (Canada)","funders":"","keywords":"Corrosion; Pipeline (software); Materials science; Computer science; Petroleum engineering; Metallurgy; Engineering; Mechanical engineering","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":[0.0003194639,0.0007603803,0.0006377681,0.0005979431,0.0004255048,0.0006944891,0.00103889,0.0002926872,0.002077922],"category_scores_gemma":[0.0006232035,0.0002490774,0.0002878862,0.0004429948,0.0003873389,0.0003040916,0.0004808137,0.0004786646,0.0006640292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007526338,"about_ca_system_score_gemma":0.0004783702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004090889,"about_ca_topic_score_gemma":0.004029107,"domain_scores_codex":[0.9993055,0.00005510442,0.00003210713,0.0001107036,0.0004075958,0.00008886344],"domain_scores_gemma":[0.9993789,0.00007337541,0.0002008308,0.0001002045,0.0002094431,0.00003720421],"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":[0.0002896785,0.0001335234,0.001457361,0.0002662656,0.00002283529,0.0001794738,0.0001291747,0.004208329,0.9483327,0.001023808,0.00157969,0.04237724],"study_design_scores_gemma":[0.00001417504,0.0004329462,0.001450488,0.000009828619,0.00002967564,0.0001556308,0.00001793223,0.009107086,0.9767814,0.00008434542,0.01190082,0.00001572632],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.724997,0.003169703,0.2180481,0.0004226666,0.0002189437,0.0005264901,0.0004656183,0.006134448,0.04601714],"genre_scores_gemma":[0.9715226,0.0007238112,0.01629222,0.00006514753,0.00001782868,0.00005342709,0.0001445265,0.0001582487,0.0110222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004090889,"threshold_uncertainty_score":0.008134127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02038781430861302,"score_gpt":0.2737105082755249,"score_spread":0.2533226939669119,"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."}}