{"id":"W2784939162","doi":"","title":"Evaluating Unbonded Concrete Overlay for Usage on Ontario Residential Streets","year":2018,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Overlay; Civil engineering; Engineering; Architectural engineering; Transport engineering; Forensic engineering; Construction engineering; Computer science","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0004177706,0.0004492608,0.000280031,0.0009185041,0.0008054295,0.0009212664,0.0005352435,0.0003259631,0.001875952],"category_scores_gemma":[0.0009746369,0.0002424131,0.0001869928,0.001088998,0.0004657606,0.0003343911,0.0004900923,0.0001915162,0.0005052643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005801333,"about_ca_system_score_gemma":0.004254813,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5157999,"about_ca_topic_score_gemma":0.8899037,"domain_scores_codex":[0.9989548,0.00004686687,0.0000189442,0.00008527725,0.0007711579,0.0001229339],"domain_scores_gemma":[0.9993346,0.00004074598,0.00005614961,0.00003814033,0.0004662161,0.00006405164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001110089,0.001063951,0.358187,0.0007318771,0.00009133688,0.002256962,0.009998533,0.05368199,0.3519405,0.00177359,0.004179993,0.2149843],"study_design_scores_gemma":[0.00002460755,0.0009870427,0.8461757,0.00009303547,0.0001434828,0.0003764718,0.009822719,0.04885338,0.07420008,0.0001717429,0.01909793,0.00005389833],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929308,0.00005351664,0.0008545128,0.00001311179,0.00000246146,0.00006827436,0.0003143902,0.00004144605,0.005721443],"genre_scores_gemma":[0.9889916,0.0001500291,0.004910417,0.000005739484,0.000001007497,0.00002962507,0.0004931624,0.0000287825,0.005389557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4842001,"threshold_uncertainty_score":0.9741033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788732872061647,"score_gpt":0.2340416379077353,"score_spread":0.2161543091871188,"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."}}