{"id":"W4385859663","doi":"10.1007/978-3-031-34593-7_58","title":"Protection of Concrete Surface from the Canadian Standard, ICRI, and ACI Perspectives","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Durability; Materials science; Carbonation; Coating; Composite material; Surface finish; Curing (chemistry); Epoxy; Forensic engineering; Structural engineering; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001142605,0.0007678805,0.000379106,0.001977386,0.003482607,0.003820502,0.002008532,0.001936175,0.008731536],"category_scores_gemma":[0.0008900148,0.0002998135,0.0005297096,0.001386731,0.002808319,0.001080413,0.001256616,0.002665091,0.0009544525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02661026,"about_ca_system_score_gemma":0.03949692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.900772,"about_ca_topic_score_gemma":0.963163,"domain_scores_codex":[0.997551,0.00007725977,0.00002584889,0.000113431,0.001757508,0.0004749731],"domain_scores_gemma":[0.9989499,0.0000441998,0.00002470867,0.00004271165,0.0008384505,0.0001000359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001050564,0.00009608699,0.002167371,0.0003728853,0.00002205259,0.0005939089,0.002134581,0.004200707,0.0124702,0.5321505,0.1945796,0.251107],"study_design_scores_gemma":[0.00000651258,0.00005042532,0.005032532,0.0002379366,0.00002722451,0.0002641687,0.001516442,0.001128496,0.002646911,0.01229583,0.9767414,0.00005218644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01697153,0.02290548,0.003889492,0.01942062,0.001461972,0.00004798776,0.0002347558,0.0001556186,0.9349125],"genre_scores_gemma":[0.3179977,0.029815,0.007419827,0.004530408,0.0005427168,0.00004266339,0.0002861581,0.0001214951,0.6392441],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09922796,"threshold_uncertainty_score":0.1996247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01289360764843413,"score_gpt":0.1930770466729511,"score_spread":0.1801834390245169,"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."}}