{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004473529,0.0001180893,0.000142213,0.0007520503,0.000132846,0.0000150284,0.0001001307,0.0001360182,0.00002258385],"category_scores_gemma":[0.00002973659,0.0001034714,0.00001939887,0.00100481,0.0003366427,0.0002121918,0.000003555873,0.0001856811,0.000006896684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072204,"about_ca_system_score_gemma":0.0000609753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003220932,"about_ca_topic_score_gemma":0.01210852,"domain_scores_codex":[0.9988064,0.00005950577,0.0003440432,0.0002134906,0.0002689134,0.0003076211],"domain_scores_gemma":[0.9991074,0.00008621357,0.0000562933,0.0001401118,0.0005049925,0.000105045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002067387,0.00001140564,0.02995737,0.0003965865,0.0002655154,0.00001265534,0.004639759,0.002599136,0.04104915,0.164548,0.0006202887,0.7556934],"study_design_scores_gemma":[0.01392073,0.001985316,0.4295992,0.00417404,0.0003313325,0.00005286821,0.1353384,0.07100171,0.2273985,0.024349,0.08804747,0.003801401],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835357,0.0001639585,0.01410878,0.0003385036,0.00008027328,0.0005545611,0.00009743943,0.000165374,0.0009554317],"genre_scores_gemma":[0.9891239,0.0002043573,0.01042678,0.000006091542,0.00002186482,0.0001447058,0.0000159402,0.00001802802,0.00003829522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.751892,"threshold_uncertainty_score":0.6756839,"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."}}