{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005745478,0.001407804,0.000819392,0.007136231,0.0100888,0.008881029,0.004043288,0.002802754,0.01407772],"category_scores_gemma":[0.01356352,0.001410549,0.0008660578,0.01335319,0.00343714,0.003167785,0.003314742,0.003019498,0.005384097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1223372,"about_ca_system_score_gemma":0.3857561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9905022,"about_ca_topic_score_gemma":0.9957415,"domain_scores_codex":[0.9908468,0.0007978558,0.0007409412,0.0003809756,0.005783817,0.00144971],"domain_scores_gemma":[0.9857888,0.0007884433,0.000365004,0.0004985769,0.01071705,0.00184222],"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":[0.0000152746,0.00008154277,0.002246122,0.0005528287,0.00001134248,0.0003434274,0.003844672,0.002016265,0.0004987273,0.02967711,0.7768648,0.1838479],"study_design_scores_gemma":[0.000006012044,0.000009220458,0.004347351,0.0005346268,0.00001028118,0.00008298485,0.002655621,0.0003152264,0.0001912519,0.002078101,0.9897193,0.00005007742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0159115,0.03716082,0.06818187,0.1115838,0.002980072,0.006667622,0.05501162,0.006513758,0.695989],"genre_scores_gemma":[0.08222625,0.05666851,0.3075952,0.01080352,0.0001974715,0.003006747,0.02810817,0.002572498,0.5088217],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1223372,"threshold_uncertainty_score":0.8876224,"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."}}