{"id":"W1484855500","doi":"","title":"CONCRETE REPAIR TECHNOLOGY: A REVISED APPROACH IS NEEDED","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Army Corps of Engineers","keywords":"Construction engineering; Forensic engineering; Engineering; Architectural engineering; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01489228,0.001754936,0.001559265,0.005204376,0.002195442,0.01307342,0.005918061,0.009879626,0.01301168],"category_scores_gemma":[0.02260506,0.0006668672,0.001045019,0.002542996,0.009791875,0.02230976,0.004240389,0.01109664,0.01001563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005762808,"about_ca_system_score_gemma":0.01245394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01217247,"about_ca_topic_score_gemma":0.01815342,"domain_scores_codex":[0.9907935,0.002127581,0.001690623,0.0009559271,0.004034895,0.0003973368],"domain_scores_gemma":[0.967692,0.004876775,0.0009883954,0.002790302,0.02215401,0.001498515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006827329,0.0001725593,0.001457409,0.002617086,0.00006631912,0.0003509808,0.001830769,0.00265652,0.002151956,0.2305796,0.3146816,0.4433669],"study_design_scores_gemma":[0.000009204778,0.00005752443,0.0008090971,0.002093154,0.00004654847,0.0004900272,0.002427941,0.001102809,0.0005654955,0.08577906,0.9065138,0.0001054062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002434107,0.09822983,0.07904325,0.717041,0.05360622,0.0002548889,0.0004318756,0.001550679,0.04740816],"genre_scores_gemma":[0.08958643,0.2912343,0.2988165,0.1505544,0.04071524,0.0005895941,0.001211079,0.001577017,0.1257154],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01489228,"threshold_uncertainty_score":0.07875884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005873371442327186,"score_gpt":0.1805114936926724,"score_spread":0.1746381222503452,"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."}}