{"id":"W7098172263","doi":"","title":"P.A. Chambers1, M.Allard2, S.L. Walker3,","year":2014,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sanitary sewer; Stormwater; Wastewater; Sewage; Sewage treatment; Combined sewer; Population","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001117634,0.0005048378,0.0003480673,0.001740666,0.002746292,0.002238573,0.0008687322,0.001045824,0.03718903],"category_scores_gemma":[0.004567317,0.000266438,0.0002073545,0.001271588,0.0005934821,0.0008825916,0.0006157248,0.001106561,0.0145039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004598327,"about_ca_system_score_gemma":0.009576973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2266964,"about_ca_topic_score_gemma":0.4250197,"domain_scores_codex":[0.9995802,0.00004587728,0.00001728031,0.00007249187,0.0002297485,0.00005439527],"domain_scores_gemma":[0.9968147,0.0005395449,0.0002060384,0.00004013055,0.00170814,0.0006914422],"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":[0.0001289025,0.00007068659,0.01753151,0.0003554479,0.00001361669,0.0003029533,0.0003557609,0.0003087139,0.0005413798,0.003296542,0.7561712,0.2209232],"study_design_scores_gemma":[0.00002381123,0.0001261249,0.04898763,0.0004798508,0.00003562035,0.001036627,0.001205581,0.00120026,0.003307121,0.00243132,0.9411009,0.00006519535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.06660064,0.1269478,0.01230853,0.4516803,0.01697699,0.0005395325,0.01076412,0.001127501,0.3130546],"genre_scores_gemma":[0.1572654,0.08639494,0.01028699,0.01708605,0.002413396,0.000145477,0.002699923,0.0005278321,0.7231801],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.962811,"threshold_uncertainty_score":0.4507538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02716955962004776,"score_gpt":0.1788826027179506,"score_spread":0.1517130430979028,"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."}}