{"id":"W364718910","doi":"10.33593/iccp.v1i1.1178","title":"CONCRETE PAVEMENT DESIGN FOR CANADIAN AIRFIELDS","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Concrete Pavements","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Civil engineering; Transport engineering; Forensic engineering; Construction engineering; Architectural engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.0001876562,0.0001537699,0.0001443848,0.000138208,0.00009239003,0.00007273846,0.0006158846,0.00007370248,0.00006346895],"category_scores_gemma":[0.00007329859,0.0001260767,0.00007459108,0.00008983144,0.00003828371,0.00009267886,0.00005479598,0.0001361904,0.000003181601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002343392,"about_ca_system_score_gemma":0.0001065916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005005817,"about_ca_topic_score_gemma":0.00006525958,"domain_scores_codex":[0.9991076,0.000002487764,0.0002535426,0.000163853,0.000220796,0.0002517381],"domain_scores_gemma":[0.9993198,0.00003568527,0.00007049943,0.00008429268,0.0004352263,0.00005451361],"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":[0.000115238,0.000002140886,0.004470946,0.0002448111,0.0007353411,8.347719e-7,0.0005032769,0.0005432202,0.4947417,0.4568799,0.03921257,0.002550008],"study_design_scores_gemma":[0.001199151,0.0001198172,0.0008280989,0.000781049,0.00005335184,0.000001046673,0.000566162,0.03028426,0.9279575,0.01149492,0.02639395,0.0003206949],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5995067,0.00007834416,0.006824079,0.00560583,0.01199325,0.002858679,0.0002264202,0.000228308,0.3726784],"genre_scores_gemma":[0.9967914,0.00002563823,0.001200158,0.0006363781,0.00009656538,0.0001150847,0.000004265155,0.00001337466,0.001117132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.445385,"threshold_uncertainty_score":0.514126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02490999042745472,"score_gpt":0.2525342828374941,"score_spread":0.2276242924100393,"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."}}