{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002986253,0.00009278088,0.0001508038,0.00009789296,0.00005412412,0.00003334386,0.0001886003,0.00005354672,0.0001575818],"category_scores_gemma":[0.00008836351,0.00006701921,0.00005785773,0.0000940524,0.00005301994,0.00005653847,0.00001037368,0.0003488649,0.000004371498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008021224,"about_ca_system_score_gemma":0.000151602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002815475,"about_ca_topic_score_gemma":0.0002648657,"domain_scores_codex":[0.9992937,0.00002085981,0.0002783136,0.00007771298,0.0001627332,0.0001666628],"domain_scores_gemma":[0.9993164,0.00006722648,0.0001043832,0.000163088,0.0001146778,0.0002342006],"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":[0.000009141497,0.00002809204,0.0000503548,0.000002976305,8.134575e-7,0.00001400651,0.0002121186,0.005684785,0.9938157,0.00008788041,0.00008296622,0.00001119617],"study_design_scores_gemma":[0.0003159334,0.0001095572,0.001033255,0.0000593121,0.00002898386,0.00007427806,0.00006793043,0.001000277,0.99714,0.00005825975,0.00003077985,0.00008139415],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987927,0.000009758121,0.00007689348,0.0002794572,0.000689227,0.00009410749,0.00001203998,0.000007351727,0.00003844231],"genre_scores_gemma":[0.9997648,2.348073e-7,0.00004779963,0.00004921165,0.0001102513,0.000002774072,0.000001717253,0.00001164935,0.00001158375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004684507,"threshold_uncertainty_score":0.2732964,"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."}}