{"id":"W2468019520","doi":"10.5006/mp2005_44_4-26","title":"Barrier Properties of Two Field Pipeline Coatings","year":2005,"lang":"en","type":"article","venue":"Materials performance","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cathodic protection; Coating; Crevice corrosion; Materials science; Corrosion; Resistive touchscreen; Pipeline transport; Pipeline (software); Shielded cable; Metallurgy; Cracking; Stress corrosion cracking; Composite material; Environmental science; Electrochemistry; Chemistry; Engineering; Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000341732,0.000116826,0.0001988653,0.00004424687,0.00009582393,0.00005164264,0.0001514829,0.00004647531,0.005229841],"category_scores_gemma":[0.00003232429,0.00009094439,0.00002726472,0.00005538605,0.00005901301,0.0004000892,0.00007491202,0.00003912389,0.0003761825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001927766,"about_ca_system_score_gemma":0.00002351586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004934079,"about_ca_topic_score_gemma":0.000006988496,"domain_scores_codex":[0.9989838,0.00003091048,0.0004108959,0.0001706101,0.0002027867,0.0002010003],"domain_scores_gemma":[0.9995059,0.000009349916,0.0001375502,0.0002154982,0.0000906271,0.00004102868],"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":[0.00007523866,0.00003154545,0.0002757769,0.00006114774,1.000649e-7,2.170086e-7,0.0002223092,0.00003020673,0.9972302,0.00002250476,0.0007088454,0.001341853],"study_design_scores_gemma":[0.0003164122,0.00009138517,0.0001056496,0.0001227565,0.000007602076,0.000006600503,0.00002031377,0.0001702876,0.9978262,0.000004793671,0.001203441,0.0001246115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985003,0.00004049007,0.0001730003,0.0001348224,0.0005214221,0.0001400229,0.00002318235,0.00006618205,0.0004005304],"genre_scores_gemma":[0.9980966,0.00002163834,0.0006000408,0.0002634983,0.0002898266,0.00002891095,0.000005646144,0.00001232667,0.0006814417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004853658,"threshold_uncertainty_score":0.9956795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02006678116441397,"score_gpt":0.249015932063369,"score_spread":0.2289491508989551,"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."}}