{"id":"W2573273784","doi":"","title":"Innovative Design, Traffic Management and Construction of Concrete Overlay Technology: A Canadian Municipal Application","year":2016,"lang":"en","type":"article","venue":"Transportation Research Board 95th Annual Meeting","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Overlay; Transport engineering; Construction engineering; Engineering; Computer science; Civil 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009865218,0.0006448458,0.0003226942,0.001150846,0.003838427,0.003134353,0.001258588,0.0009192664,0.004067688],"category_scores_gemma":[0.001505117,0.0002808438,0.0003956327,0.003149658,0.001338387,0.0008710225,0.001344547,0.0005404439,0.0003964259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02173986,"about_ca_system_score_gemma":0.03847497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8351275,"about_ca_topic_score_gemma":0.9418008,"domain_scores_codex":[0.9988534,0.000128952,0.00002203832,0.00008991329,0.00070437,0.0002012876],"domain_scores_gemma":[0.9995006,0.00006163313,0.00002568048,0.00005297676,0.0002895062,0.00006948174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004033523,0.0009708478,0.02498389,0.0007302046,0.00007056059,0.000974084,0.008666691,0.117014,0.05955796,0.1163184,0.01490084,0.6554093],"study_design_scores_gemma":[0.0002028134,0.001635837,0.1312964,0.0004113962,0.0005680522,0.001324342,0.03467654,0.2921919,0.05771247,0.03036734,0.4492154,0.0003975637],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.75497,0.002001008,0.05665416,0.002264188,0.00008617635,0.0005833596,0.0005809961,0.0008052796,0.1820549],"genre_scores_gemma":[0.9092179,0.002057224,0.05876656,0.00006058192,0.000008194532,0.00009090426,0.0002200782,0.00007568827,0.02950286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1648725,"threshold_uncertainty_score":0.331687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0164690536339287,"score_gpt":0.2648049798661313,"score_spread":0.2483359262322026,"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."}}