{"id":"W4412419053","doi":"10.17265/1934-7359/2025.06.001","title":"The City of Calgary’s Nose Creek Sanitary Sewer Trunk Phase B Contract 4","year":2025,"lang":"en","type":"article","venue":"Journal of Civil Engineering and Architecture","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Trunk; Nose; Phase (matter); Civil engineering; Business; Environmental science; Engineering; Geology; Biology; Ecology; Physics","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":[0.0002938194,0.0001557767,0.0002970742,0.0001147255,0.0000748682,0.00004631981,0.0001628938,0.00008145948,0.00002126767],"category_scores_gemma":[0.0001773973,0.0001102168,0.000128813,0.0001599664,0.00006215058,0.00007805191,0.00002398187,0.000584079,5.725036e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004008808,"about_ca_system_score_gemma":0.0000581529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001619677,"about_ca_topic_score_gemma":0.0001188218,"domain_scores_codex":[0.9991295,0.00002355542,0.0004071066,0.00007669206,0.0001497274,0.000213391],"domain_scores_gemma":[0.9992738,0.0003252322,0.00006610777,0.0001605337,0.00009307772,0.00008127865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000697264,0.0002821994,0.005148908,0.002099046,0.001923384,0.0001914111,0.004040475,0.4972172,0.05486689,0.003317067,0.007186827,0.4230293],"study_design_scores_gemma":[0.01294561,0.001812204,0.1509944,0.001474806,0.0007887005,0.001231775,0.0009414583,0.2027118,0.01012595,0.04569993,0.5696225,0.00165092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.861956,0.005134079,0.1303184,0.0002589378,0.0005932193,0.0001101258,0.000006308931,0.00004598945,0.001576903],"genre_scores_gemma":[0.9986419,0.0001924566,0.0009480941,0.00003736825,0.0001136668,0.000001470898,8.066449e-7,0.00001359209,0.00005066313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5624356,"threshold_uncertainty_score":0.4494512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002468612329007367,"score_gpt":0.203237000628743,"score_spread":0.2007683882997356,"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."}}