{"id":"W1976021756","doi":"10.1002/cjce.20383","title":"Study on corrosion rate of carbon steel pipe under turbulent flow conditions","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Carbon steel; Limiting current; Metallurgy; Materials science; Turbulence; Friction factor; Electrochemistry; Chemistry; Reynolds number; Electrode; Thermodynamics; Physics; Physical chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0003602744,0.0002705003,0.0004079962,0.0002304162,0.0001450437,0.0002934864,0.0001700695,0.0002702869,0.0005489023],"category_scores_gemma":[0.0007001267,0.0001222107,0.0003545019,0.0002193661,0.0001842717,0.0002445411,0.0001041203,0.0003081429,0.0001037921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000190789,"about_ca_system_score_gemma":0.0001293375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00163563,"about_ca_topic_score_gemma":0.001334156,"domain_scores_codex":[0.9997211,0.00005476566,0.00002028868,0.00004934716,0.0001117973,0.00004270999],"domain_scores_gemma":[0.9993561,0.0002045079,0.0001376965,0.00003010936,0.0002239866,0.0000475801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002407514,0.00001881166,0.002143661,0.0001311421,0.00001430166,0.00007646164,0.00007369791,0.0003188741,0.9950051,0.00003542721,0.0000316469,0.001910114],"study_design_scores_gemma":[0.00001116052,0.001526856,0.02563676,0.00001942719,0.00003469506,0.0001597867,0.00008300226,0.003359038,0.9684553,0.00002695552,0.0006667855,0.00002016591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971922,0.0008988493,0.001333988,0.00003118035,0.00001434401,0.00001021743,0.0001392779,0.00002450153,0.0003554397],"genre_scores_gemma":[0.9979352,0.0004291228,0.001012947,0.00001322885,0.00000537669,0.00001072459,0.0001436548,0.000007626528,0.000442245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00163563,"threshold_uncertainty_score":0.003252208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494881946894275,"score_gpt":0.2306149321018135,"score_spread":0.2156661126328707,"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."}}