{"id":"W4406697348","doi":"10.33593/iccp.v11i1.340","title":"Spragues Road Rehabilitation with an Unbonded Concrete Overlay Region of Waterloo, Ontario, Canada.","year":2025,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Concrete Pavements","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; University of Waterloo","funders":"University of Waterloo; Cement Association of Canada","keywords":"Overlay; Rehabilitation; Driver rehabilitation; Transport engineering; Forensic engineering; Civil engineering; Engineering; Computer science; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002680803,0.000194243,0.0002211172,0.0001380606,0.00005526638,0.00004213802,0.0005492846,0.00005720527,0.000124568],"category_scores_gemma":[0.00006444261,0.0001522215,0.00004264192,0.0001663053,0.00008512016,0.0004328841,0.00006475274,0.0001622428,0.000001112933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006046885,"about_ca_system_score_gemma":0.000368461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1025269,"about_ca_topic_score_gemma":0.0749371,"domain_scores_codex":[0.9983413,0.00001014735,0.0004748074,0.0002318387,0.0007669074,0.0001750227],"domain_scores_gemma":[0.9986537,0.00003656647,0.0002746306,0.0001544034,0.0008406511,0.00004001529],"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":[0.001776641,0.0000410082,0.352785,0.001097666,0.001633555,0.000002523291,0.007702036,0.002698552,0.5150841,0.1020786,0.01103953,0.004060813],"study_design_scores_gemma":[0.004070004,0.001398545,0.1146628,0.00278865,0.0001927836,0.000004314907,0.003785965,0.1226298,0.745258,0.002401098,0.002104576,0.0007035459],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791257,0.000006586907,0.00003336151,0.0005375472,0.0004689576,0.0004466373,0.00001589888,0.00003592691,0.01932932],"genre_scores_gemma":[0.9978243,0.000009388151,0.000469964,0.0001285924,0.00002333999,0.0000501373,0.00002472893,0.0000145183,0.001455013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2381222,"threshold_uncertainty_score":0.9419429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01683094305908195,"score_gpt":0.2391316883521798,"score_spread":0.2223007452930978,"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."}}