{"id":"W2000224998","doi":"10.1016/j.conbuildmat.2011.11.044","title":"Time-dependent performance of concrete surface coatings in tidal zone of marine environment","year":2011,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":155,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Coating; Materials science; Epoxy; Corrosion; Composite material; Service life; Durability","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":[0.0002487286,0.00009233993,0.0002396312,0.00004524611,0.00001469067,0.000005493425,0.00004772474,0.00005381508,0.001262187],"category_scores_gemma":[0.000011612,0.0000919778,0.00001475234,0.00004315924,0.0001398014,0.00007028902,0.00005693144,0.00004043464,0.000004479609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001972317,"about_ca_system_score_gemma":0.000006206664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004894742,"about_ca_topic_score_gemma":9.285862e-7,"domain_scores_codex":[0.9993276,0.00002771687,0.0003574222,0.0001114818,0.0000772991,0.0000984645],"domain_scores_gemma":[0.9997357,0.00002070465,0.00008257964,0.0001133913,0.00001602125,0.00003157265],"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":[0.00005416828,0.000002065932,0.01630854,0.0001386853,0.00000370175,3.485919e-7,0.0001542359,0.0001446868,0.9813589,0.00006577479,0.000003492087,0.001765365],"study_design_scores_gemma":[0.0003740587,0.00004079586,0.006923352,0.00004782563,0.000007541618,0.00001323594,0.00006680646,0.0008110426,0.9915646,0.00001619075,0.00004418023,0.00009033211],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990899,0.00002332613,0.0002004851,0.000002766759,0.000202631,0.000109183,0.00002261797,0.00003504909,0.0003140521],"genre_scores_gemma":[0.9964396,0.0001317685,0.00338116,0.000002523987,0.000008983611,0.000002429043,0.000002936948,0.000008681216,0.00002187229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0102057,"threshold_uncertainty_score":0.9996508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00935193760015149,"score_gpt":0.1786307815659313,"score_spread":0.1692788439657799,"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."}}