{"id":"W2046289201","doi":"10.2478/bpasts-2013-0006","title":"A surface engineering approach applicable to concrete repair engineering","year":2013,"lang":"en","type":"article","venue":"Bulletin of the Polish Academy of Sciences Technical Sciences","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Wallonie-Bruxelles International; Ministerstwo Edukacji i Nauki; Politechnika Warszawska; European Commission","keywords":"Cracking; Durability; Materials science; Surface finish; Structural engineering; Surface roughness; Substrate (aquarium); Construction engineering; Computer science; Composite material; Engineering; Geology","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":[0.0004541784,0.0008270646,0.000763345,0.001256406,0.0003456843,0.001514957,0.0009146014,0.0007839343,0.00439334],"category_scores_gemma":[0.0008078477,0.0004183554,0.0009809457,0.0006161806,0.0007603745,0.0007600402,0.001107868,0.001490956,0.002284186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002992409,"about_ca_system_score_gemma":0.0003857724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005991074,"about_ca_topic_score_gemma":0.0005467893,"domain_scores_codex":[0.9995802,0.00009870673,0.00002429169,0.00006994503,0.0001836294,0.00004323381],"domain_scores_gemma":[0.9995798,0.0001304651,0.00003194057,0.00009891371,0.0001427425,0.00001613218],"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":[0.00005967243,0.0002187161,0.001456643,0.0006418207,0.00009306069,0.0007846349,0.0004071459,0.2892213,0.316034,0.1350505,0.001935773,0.2540968],"study_design_scores_gemma":[0.0000174862,0.000269899,0.001478359,0.00006365393,0.00003337523,0.0007337743,0.0002358238,0.8391175,0.03516083,0.0873464,0.03549128,0.00005161868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005201745,0.0001730653,0.9905207,0.00005080037,0.00004614398,0.00004665076,0.000037039,0.0002665306,0.003657263],"genre_scores_gemma":[0.2456744,0.001015531,0.740111,0.00009790318,0.0001126087,0.0003481883,0.0001955107,0.0004695636,0.01197524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00439334,"threshold_uncertainty_score":0.01469719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01804885085483306,"score_gpt":0.2352488411523849,"score_spread":0.2171999902975518,"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."}}