{"id":"W3048723292","doi":"10.3390/su12166518","title":"Conventional Sewer Systems Are Too Time-Consuming, Costly and Inflexible to Meet the Challenges of the 21st Century","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Socio-Environmental Synthesis Center; National Science Foundation","keywords":"Sanitation; Toilet; Business; Population; Developing country; Population growth; Economic growth; Natural resource economics; Environmental planning; Environmental economics; Economics; Engineering; Geography; Environmental engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001609552,0.0005030764,0.0003558149,0.000729837,0.001254412,0.003312953,0.0006047327,0.0009384191,0.009643634],"category_scores_gemma":[0.004734313,0.0003230232,0.0006087993,0.001501189,0.001262233,0.004510846,0.001873946,0.0009010578,0.00164107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002894135,"about_ca_system_score_gemma":0.002372238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01290962,"about_ca_topic_score_gemma":0.03801541,"domain_scores_codex":[0.9984016,0.00072358,0.00006721219,0.0001196773,0.0003928407,0.0002950395],"domain_scores_gemma":[0.9971594,0.001251469,0.000659015,0.0002514685,0.0005028655,0.0001758165],"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":[0.0004386585,0.001023394,0.2514215,0.003581787,0.0004262651,0.001954326,0.002705643,0.1657308,0.01610632,0.2001956,0.02977522,0.3266406],"study_design_scores_gemma":[0.000115899,0.001508652,0.2617833,0.001984331,0.0002284226,0.002582362,0.03512203,0.119225,0.0182549,0.1641805,0.3947134,0.0003010673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7489393,0.003462054,0.07073004,0.01285861,0.0002217406,0.000432316,0.002165162,0.0003742705,0.1608166],"genre_scores_gemma":[0.9753549,0.003051067,0.01398201,0.0003389812,0.00002504302,0.000138985,0.0004844381,0.00004179511,0.006582854],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01290962,"threshold_uncertainty_score":0.03226119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01877940048534179,"score_gpt":0.2646603286898647,"score_spread":0.2458809282045229,"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."}}