{"id":"W643685500","doi":"","title":"TRIED-AND-TRUE INFRASTRUCTURE IN CANADA: GUIDE ASSEMBLES BEST PRACTICES FOR MUNICIPALITIES","year":2003,"lang":"en","type":"article","venue":"TR news","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compendium; Best practice; Sanitary sewer; Business; Environmental planning; Public infrastructure; Critical infrastructure; Plan (archaeology); Engineering; Political science; Management; Geography; Environmental engineering; Economics","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":[0.0001105159,0.0001646143,0.0002210243,0.00006037139,0.00005028882,0.00003343511,0.0001036106,0.00007046615,0.00001727074],"category_scores_gemma":[0.0002865327,0.0001512569,0.00002483666,0.00009133619,0.0000145552,0.0001750572,0.00001325696,0.0001681997,7.941401e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002769428,"about_ca_system_score_gemma":0.0002649655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5484311,"about_ca_topic_score_gemma":0.8805826,"domain_scores_codex":[0.9991499,0.00002219454,0.000251317,0.0001436741,0.00009986857,0.0003330137],"domain_scores_gemma":[0.9995193,0.0001406448,0.00007265025,0.0001770389,0.00003112349,0.00005926866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002301426,0.00005367125,0.2851374,0.002306083,0.0006143447,0.0001889204,0.01375217,0.2104553,0.02290678,0.07065533,0.1654309,0.228269],"study_design_scores_gemma":[0.00106458,0.00003870181,0.006662681,0.0001019158,0.00004276149,0.00003285825,0.01259231,0.002628775,0.009576515,0.001905907,0.9648826,0.0004704721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812964,0.001163537,0.0005119493,0.0001103998,0.001155759,0.0002971812,0.00002014125,0.0000582518,0.01538641],"genre_scores_gemma":[0.9941944,0.0002566868,0.004342159,0.00009419415,0.0001664921,0.00004922369,0.000004944397,0.00003282114,0.0008590566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7994516,"threshold_uncertainty_score":0.6168076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364877625377374,"score_gpt":0.2665242884937884,"score_spread":0.2428755122400147,"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."}}