{"id":"W4402058436","doi":"10.1061/9780784485590.027","title":"York Durham Sewage System Forcemain Twinning Project (York Region Contract No. T-18-131)","year":2024,"lang":"en","type":"article","venue":"","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Durham","funders":"","keywords":"Crystal twinning; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003092199,0.0003180095,0.000336388,0.0001644217,0.0001182765,0.0003038079,0.0001770592,0.0002144192,0.000159192],"category_scores_gemma":[0.00004617547,0.0002620129,0.0001742889,0.0004283885,0.00005212053,0.0003063064,0.00003501621,0.0003952938,0.0001075705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005829456,"about_ca_system_score_gemma":0.0001064641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002698108,"about_ca_topic_score_gemma":0.00002667725,"domain_scores_codex":[0.9983729,0.00005616816,0.0004175521,0.0003905281,0.0002181035,0.0005448053],"domain_scores_gemma":[0.9992412,0.000151478,0.00002534368,0.0004233716,0.0000661319,0.00009245734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002126033,0.00009096037,0.003608569,0.02342048,0.001367439,0.001696648,0.01128188,0.02506924,0.006314829,0.1696587,0.7327515,0.02452719],"study_design_scores_gemma":[0.0008455294,0.0002341658,0.001107717,0.000972984,0.0001590961,0.0005110555,0.008155392,0.4779172,0.001375625,0.002666868,0.5046337,0.001420662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09724756,0.002816708,0.1670971,0.0001937942,0.004380515,0.001858445,0.00001440283,0.008370982,0.7180205],"genre_scores_gemma":[0.9936534,0.00001101625,0.0009039335,0.00007043972,0.0005846404,0.00005513646,0.00001478469,0.00007644993,0.004630268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8964058,"threshold_uncertainty_score":0.9999832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357393366398313,"score_gpt":0.2271167316397595,"score_spread":0.2135427979757763,"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."}}