{"id":"W1976399685","doi":"10.1115/ipc2004-0368","title":"A Permeable Coating Model for Predicting the Environment at the Pipe Surface Under CP-Compatible Coatings","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada); Nova Chemicals (Canada)","funders":"","keywords":"Coating; Corrosion; Materials science; Cathodic protection; Electrochemistry; Metallurgy; Composite material; Environmental science; Electrode","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005086278,0.0001795198,0.000153865,0.00002943989,0.0007188575,0.0002270091,0.0002955245,0.0000614552,0.0006757341],"category_scores_gemma":[0.00006578451,0.0001169104,0.00007278624,0.00004588678,0.0002031518,0.0002331828,0.000197713,0.0001311802,0.0000557781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001526371,"about_ca_system_score_gemma":0.0001003562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002603827,"about_ca_topic_score_gemma":0.0002148037,"domain_scores_codex":[0.9985425,0.00003357089,0.0003771958,0.0003510485,0.0004064244,0.0002892239],"domain_scores_gemma":[0.9992515,0.000109295,0.0001987769,0.0002030109,0.0001751414,0.00006225859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006577752,0.0001141446,0.002052156,0.00001814183,0.000003765018,6.348932e-7,0.001859988,0.1901749,0.7985995,0.003466666,0.002906538,0.0007378426],"study_design_scores_gemma":[0.001327338,0.00007987415,0.0004636421,0.0001096644,0.00004646304,0.00001780227,0.001447293,0.9081871,0.0816009,0.004764965,0.001700612,0.000254343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7614937,0.0001293627,0.2344249,0.00238815,0.0003034185,0.0003800426,0.0001719025,0.00004425193,0.0006642617],"genre_scores_gemma":[0.9890906,0.00005559633,0.001304655,0.0004395916,0.0001384753,0.00006562421,0.00009568677,0.00001723696,0.008792531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7180122,"threshold_uncertainty_score":0.7398815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03138592212001672,"score_gpt":0.2608783290863879,"score_spread":0.2294924069663712,"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."}}