{"id":"W2041347529","doi":"10.1680/macr.2008.61.6.389","title":"Combination of mechanical and optical profilometry techniques for concrete surface roughness characterisation","year":2009,"lang":"en","type":"article","venue":"Magazine of Concrete Research","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Profilometer; Surface finish; Surface roughness; Materials science; Interlocking; Bond strength; Composite material; Structural engineering; Adhesive; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001997448,0.0001419339,0.0004032397,0.0001855677,0.00004822337,0.00002850946,0.0001755274,0.0001753609,0.0000395568],"category_scores_gemma":[0.0006536702,0.0001399762,0.00007077593,0.0003962779,0.0001880664,0.0001722575,0.00005895244,0.0002665021,0.000003229004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005719556,"about_ca_system_score_gemma":0.00004630103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004074123,"about_ca_topic_score_gemma":4.346793e-7,"domain_scores_codex":[0.9983866,0.0001212286,0.0004807918,0.0002406645,0.0004631128,0.0003076523],"domain_scores_gemma":[0.9982378,0.0006135503,0.00006187375,0.0002956027,0.0006787332,0.0001124668],"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":[0.0001978591,0.000003166847,0.0001504468,0.0003408203,0.000008774271,7.509567e-7,0.00006689419,0.00000217896,0.9763283,0.007962548,0.0002528577,0.01468548],"study_design_scores_gemma":[0.0009231328,0.001096408,0.006840119,0.0001139307,0.00001436167,0.000004077049,0.00005710525,0.03622956,0.9520783,0.001367488,0.001084606,0.0001909263],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896008,0.0001886865,0.006634401,0.0005299312,0.0000584614,0.001032579,0.00003922496,0.0001300458,0.001785901],"genre_scores_gemma":[0.9939175,0.0001537813,0.005740308,0.00001275849,0.00003387289,0.00002865641,0.00003436103,0.00001984841,0.00005891067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03622738,"threshold_uncertainty_score":0.5708062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03961072581115283,"score_gpt":0.3310863182369495,"score_spread":0.2914755924257966,"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."}}