{"id":"W7030252220","doi":"","title":"New software will help municipalities plan for water main renewal","year":2000,"lang":"en","type":"article","venue":"NPARC","topic":"Entomological Studies and Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plan (archaeology); Software; Distribution (mathematics); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002224872,0.0008083493,0.0005895914,0.002682662,0.001120659,0.003037769,0.001233125,0.001061865,0.08987248],"category_scores_gemma":[0.0106426,0.0008229328,0.0008108199,0.003236106,0.0003538391,0.003608896,0.001886468,0.0009289586,0.01871786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002421761,"about_ca_system_score_gemma":0.004434477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1022302,"about_ca_topic_score_gemma":0.1392784,"domain_scores_codex":[0.9993941,0.0001420552,0.0001118653,0.00009939096,0.0001650844,0.00008750134],"domain_scores_gemma":[0.9947367,0.001725985,0.0005289663,0.0009831967,0.001476004,0.0005491346],"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":[0.0003492901,0.0002860787,0.03011184,0.0004075779,0.0001029851,0.0002259066,0.001522935,0.01008253,0.002293982,0.01680206,0.4686284,0.4691865],"study_design_scores_gemma":[0.0002516179,0.0001116794,0.01612627,0.0002496362,0.000154345,0.0001571361,0.001677528,0.06622881,0.003913721,0.01500238,0.895929,0.0001978695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.05044494,0.0003999868,0.4061635,0.007483599,0.0009685338,0.00175462,0.04557035,0.3490623,0.1381521],"genre_scores_gemma":[0.2387816,0.0008275415,0.4991757,0.001056554,0.0001970842,0.002327089,0.06569887,0.02493899,0.1669966],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1022302,"threshold_uncertainty_score":0.3006534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02800112140030135,"score_gpt":0.21858701007497,"score_spread":0.1905858886746687,"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."}}