{"id":"W159949139","doi":"10.33593/iccp.v7i1.215","title":"A CONCRETE PAVEMENT PROJECT WITH A 10-YEAR PERFORMANCE GUARANTEE IN QUEBEC","year":2001,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Concrete Pavements","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civil engineering; Transport engineering; 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":[0.0001570859,0.000212203,0.0001942528,0.0001463944,0.00004223749,0.00007834966,0.0005772818,0.00005297511,0.0001710498],"category_scores_gemma":[0.00002138039,0.0001506878,0.00004751474,0.0001866861,0.00006860119,0.0002721945,0.00008433766,0.0002091717,0.000011285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002184208,"about_ca_system_score_gemma":0.00005683179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00039356,"about_ca_topic_score_gemma":0.00007579373,"domain_scores_codex":[0.9986738,0.000003561831,0.0003131304,0.0002175865,0.0005080667,0.0002838731],"domain_scores_gemma":[0.9994277,0.00001248168,0.0001280043,0.0001032682,0.0003044116,0.0000240994],"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":[0.002011756,0.00002425611,0.3084736,0.0005972073,0.0009279231,0.0000243413,0.005596691,0.001020479,0.6164268,0.05394406,0.003852295,0.007100528],"study_design_scores_gemma":[0.01130919,0.00150695,0.04748884,0.006731571,0.0001120471,0.00005890983,0.007742876,0.09077732,0.7982048,0.00101853,0.03299471,0.002054246],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399707,0.000005643567,0.000008629833,0.0001385309,0.0003326687,0.0003562528,0.000009372658,0.00004629978,0.05913186],"genre_scores_gemma":[0.9976603,0.0001072722,0.0002442678,0.00008797918,0.00009431835,0.00007902056,0.000003919009,0.00002300361,0.001699966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2609848,"threshold_uncertainty_score":0.6144872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996060507595305,"score_gpt":0.2369480145300668,"score_spread":0.2169874094541138,"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."}}