{"id":"W4200021287","doi":"10.32920/17263586.v1","title":"Development Of A Guideline For Integrating Municipal Infrastructure Asset Management With Wastewater Energy Recovery Systems","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Guideline; Sanitary sewer; Business; Sustainability; Asset (computer security); Environmental planning; Wastewater; Asset management; Environmental economics; Environmental science; Engineering; Waste management; Finance; Economics; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01838368,0.002911618,0.00146543,0.006775807,0.004016324,0.007482727,0.006722435,0.008987895,0.006900995],"category_scores_gemma":[0.02935937,0.001487046,0.001729833,0.004587453,0.003059908,0.004432345,0.004216257,0.005900132,0.005584436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01112827,"about_ca_system_score_gemma":0.07069243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08577809,"about_ca_topic_score_gemma":0.1561961,"domain_scores_codex":[0.9822749,0.004802791,0.002852184,0.0009104396,0.007691226,0.001468348],"domain_scores_gemma":[0.9747049,0.004956537,0.001616349,0.001685761,0.01580718,0.001229249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007563353,0.00187604,0.008604223,0.003505669,0.00008047187,0.003804637,0.008217756,0.05445688,0.02282593,0.228049,0.2640811,0.4044228],"study_design_scores_gemma":[0.0001285724,0.0004261789,0.008749553,0.00649588,0.0001034231,0.0007579136,0.009698871,0.02714617,0.01327045,0.0853169,0.8475633,0.000342875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0240814,0.002085707,0.6691646,0.05778056,0.001759227,0.02481148,0.005857333,0.004930455,0.2095292],"genre_scores_gemma":[0.02707112,0.001544859,0.9457321,0.0029418,0.00008320179,0.003924618,0.00200762,0.0002192111,0.01647544],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08577809,"threshold_uncertainty_score":0.1705576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395676821512196,"score_gpt":0.2402520701015061,"score_spread":0.2262953018863842,"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."}}