{"id":"W4408978749","doi":"10.1016/j.porgcoat.2025.109276","title":"Critical investigation of the long-term integrity of sustainable anti-corrosion coatings in static and dynamic humid environments","year":2025,"lang":"en","type":"article","venue":"Progress in Organic Coatings","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Security Establishment; Dalhousie University","funders":"Ocean Frontier Institute; Mitacs; Dalhousie University","keywords":"Materials science; Corrosion; Term (time); Metallurgy; Forensic engineering; Composite material; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006399347,0.0001178408,0.0002316985,0.0001266943,0.00007838351,0.00003592072,0.0001826204,0.00008574372,0.00009670015],"category_scores_gemma":[0.000570301,0.00009774837,0.00002172348,0.0004388077,0.0005442559,0.0002301371,0.0003332872,0.0002077229,9.304017e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354194,"about_ca_system_score_gemma":0.00008478893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008276816,"about_ca_topic_score_gemma":0.00004930947,"domain_scores_codex":[0.9985872,0.000153386,0.0005331808,0.0002613266,0.0002448862,0.0002200512],"domain_scores_gemma":[0.9993402,0.0001578711,0.000200435,0.0002013126,0.00007130112,0.00002888288],"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":[0.000009697212,0.00006774681,0.4574836,0.0002332352,7.989044e-8,0.000001483184,0.0006630541,5.300196e-7,0.5409039,0.0002691991,0.00000210295,0.000365426],"study_design_scores_gemma":[0.0003448329,0.0000502488,0.4163122,0.0006131965,0.00001201793,0.000001671956,0.0005777937,0.0001723591,0.581039,0.0008102406,4.942693e-7,0.00006595195],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983915,0.0001591832,0.0005788678,0.000314929,0.00009371364,0.0004336648,0.000007016886,0.000011946,0.000009180069],"genre_scores_gemma":[0.9995821,0.00001860291,0.0002645006,0.00004087154,0.00000220379,0.00003164282,0.000005800698,0.000009152897,0.00004517604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04117135,"threshold_uncertainty_score":0.3986063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004712629710752,"score_gpt":0.2840093911503668,"score_spread":0.2739622648532593,"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."}}