{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001108713,0.0006667477,0.0002844805,0.000720816,0.002709923,0.002136232,0.000788699,0.000725999,0.1430492],"category_scores_gemma":[0.001560399,0.0004516978,0.0002034862,0.0006317192,0.0007933711,0.0009971291,0.001585697,0.0006585123,0.01902089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005872216,"about_ca_system_score_gemma":0.02142305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4846147,"about_ca_topic_score_gemma":0.6787333,"domain_scores_codex":[0.9988269,0.00012921,0.00003425114,0.0002223939,0.0005569961,0.0002302031],"domain_scores_gemma":[0.9976473,0.0001820949,0.00009777726,0.0001807717,0.001445728,0.0004463075],"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":[0.0006763638,0.0001849704,0.01387172,0.0005073126,0.00002137953,0.0005936027,0.001212695,0.001117046,0.01068758,0.02137739,0.7742908,0.1754591],"study_design_scores_gemma":[0.00003946855,0.0001203018,0.01063157,0.0000799513,0.000006467004,0.000100211,0.0008671806,0.0008499355,0.001872335,0.0003568763,0.9850578,0.00001785255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1135194,0.00333275,0.01438946,0.006770357,0.001530475,0.001810282,0.03060027,0.003278578,0.8247685],"genre_scores_gemma":[0.1883097,0.001508927,0.01101472,0.0006284342,0.0001042835,0.0005405876,0.01337948,0.0006711742,0.7838427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5153853,"threshold_uncertainty_score":0.9635878,"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."}}