{"id":"W4409501973","doi":"10.5006/c2022-17585","title":"Localized Corrosion Management for Thermally Insulated Systems via Insulation Standoffs and Low Point Drains","year":2022,"lang":"en","type":"article","venue":"","topic":"Civil and Structural Engineering Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Emissions Reduction Alberta","funders":"","keywords":"Corrosion; Point (geometry); Materials science; Composite material; Mathematics","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":[0.0001160932,0.0002284692,0.0002576814,0.0002375207,0.0001841946,0.0002243975,0.0002702961,0.0001878232,0.0006653199],"category_scores_gemma":[0.0002742799,0.00009276318,0.0001697168,0.0001124866,0.0001963286,0.0002756615,0.0002409032,0.0001656937,0.0001082304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002929773,"about_ca_system_score_gemma":0.0001109922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008680935,"about_ca_topic_score_gemma":0.002182604,"domain_scores_codex":[0.9998716,0.00001607758,0.00000626133,0.00002743986,0.00005054543,0.00002801507],"domain_scores_gemma":[0.9997756,0.00003542465,0.00006101843,0.00002932231,0.00007037936,0.00002825865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001825854,0.00004069423,0.003756485,0.00006495636,0.000008112042,0.0002163012,0.00008027683,0.002199433,0.9841654,0.00003565219,0.00009783483,0.009152204],"study_design_scores_gemma":[0.00001115491,0.001257992,0.01804964,0.000009569372,0.00002338803,0.0002592675,0.0001366915,0.01295135,0.9665086,0.00003927298,0.0007436998,0.000009379586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975929,0.0001306205,0.001965228,0.000008220993,0.00000444945,0.000006220439,0.00002021436,0.00004804814,0.0002241136],"genre_scores_gemma":[0.9991834,0.00003332649,0.0005732387,0.000002618887,0.000001125786,0.000001544685,0.00001407714,0.000003776841,0.0001870284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008680935,"threshold_uncertainty_score":0.002225697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006811309917464503,"score_gpt":0.2058621170323211,"score_spread":0.1990508071148566,"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."}}