{"id":"W6983327691","doi":"","title":"Maintenance issues : federal research is being conducted on infrastructure problems such as road utility cuts and managing large sewers","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sanitary sewer; Urban infrastructure; Water utility; Government (linguistics); Work (physics); Highway maintenance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001312923,0.0001757007,0.0002067755,0.001198075,0.003374708,0.002611428,0.0006657496,0.001492218,0.01136065],"category_scores_gemma":[0.002883714,0.00009610498,0.0001844169,0.002722835,0.002020402,0.001797759,0.0009698606,0.001002031,0.0004894839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005973678,"about_ca_system_score_gemma":0.009246414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3025299,"about_ca_topic_score_gemma":0.5762565,"domain_scores_codex":[0.9991793,0.0001247777,0.00002081708,0.00009008943,0.0002896384,0.0002952558],"domain_scores_gemma":[0.9962606,0.001054351,0.0009218926,0.000120987,0.001209601,0.0004326122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001290917,0.0003844714,0.2165553,0.0020168,0.0000556079,0.000412062,0.03063419,0.0006589563,0.002571791,0.03593321,0.07527801,0.6353706],"study_design_scores_gemma":[0.000006293318,0.0001064566,0.7982103,0.0008220568,0.00004157148,0.0002209362,0.05350548,0.0003015926,0.0007910982,0.004490361,0.1414852,0.00001860001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7426944,0.03916629,0.002130848,0.09301607,0.0002875202,0.00006220979,0.0009651919,0.00007587161,0.1216018],"genre_scores_gemma":[0.9665314,0.01547731,0.0008704042,0.002835331,0.0001263943,0.00001773749,0.0003540357,0.00001235507,0.01377511],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3025299,"threshold_uncertainty_score":0.6015381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273719860945437,"score_gpt":0.353998924736085,"score_spread":0.2266269386415413,"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."}}