{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006040457,0.0001192739,0.0001489444,0.0001281683,0.00003763211,0.000009817494,0.00009378901,0.0001181018,0.00009605719],"category_scores_gemma":[0.00001849115,0.0001256855,0.00007325472,0.0003467239,0.00004361707,0.00004473913,0.00001646779,0.0001971404,0.00005418928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006374482,"about_ca_system_score_gemma":0.00001477399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002327413,"about_ca_topic_score_gemma":1.006068e-7,"domain_scores_codex":[0.9994257,0.000003329841,0.0001504359,0.0001437234,0.00008305456,0.0001937366],"domain_scores_gemma":[0.9996253,0.000006277724,0.00001124821,0.0002812814,0.00002198676,0.00005389538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006426085,0.00004299736,0.0009602971,0.001324675,0.000980473,0.00009337763,0.00348627,0.1679778,0.5659224,0.1433776,0.04710522,0.0686646],"study_design_scores_gemma":[0.009355303,0.0002319116,0.00121598,0.0005356577,0.0002274116,0.001112511,0.002797786,0.4405216,0.1339457,0.02476188,0.3819703,0.003323962],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6534885,0.000662452,0.1041382,0.001819428,0.0008803068,0.000466857,0.00002513985,0.01371433,0.2248048],"genre_scores_gemma":[0.9507829,0.00004564931,0.0488288,0.00006646697,0.00006223699,0.00002365701,0.000003273874,0.00002868762,0.0001583033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4319767,"threshold_uncertainty_score":0.5125305,"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."}}