{"id":"W6983787426","doi":"","title":"NRC research on field performance of rehabilitated concrete bridges","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Botanical Studies and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministère des Transports","keywords":"Field (mathematics); Process (computing); Selection (genetic algorithm); Research council; Bridge (graph theory)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003298851,0.00004329073,0.00008358813,0.000001643479,0.0001782201,0.000008138752,0.0001518979,0.00003866236,0.0007948048],"category_scores_gemma":[0.0001278352,0.00001527836,0.00003391493,0.0002799073,0.00008880298,0.0000196518,0.00005226427,0.0001107155,0.00005287659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001401312,"about_ca_system_score_gemma":0.000001537015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001617008,"about_ca_topic_score_gemma":0.00009118176,"domain_scores_codex":[0.9993054,0.00003677232,0.0001131347,0.0001389086,0.000236329,0.0001694837],"domain_scores_gemma":[0.9990735,0.0006674654,0.00002160803,0.00005324046,0.0001438755,0.00004032764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001927576,0.00007425579,0.04447132,0.00001157259,0.00001245087,0.000001281202,0.00005183674,0.000002243108,0.4749116,0.005174565,0.02012188,0.4549742],"study_design_scores_gemma":[0.0001469804,0.002786404,0.6147793,0.00004880371,0.000003649255,0.000001875526,0.0003503932,0.0002928517,0.02870341,0.001029354,0.3517112,0.0001457408],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643456,0.00002060558,3.139449e-7,0.01069368,0.00001473231,0.000102488,0.000006024402,0.00001731093,0.02479926],"genre_scores_gemma":[0.9991608,0.0002202766,0.00004601686,0.0001759082,0.00007607433,0.0000197581,0.000001916894,2.968909e-7,0.0002989218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.570308,"threshold_uncertainty_score":0.8702556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0728804211948881,"score_gpt":0.3145053469746882,"score_spread":0.2416249257798001,"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."}}