{"id":"W3014424289","doi":"10.1002/opfl.1349","title":"Dog Sniffs Out Leaks to Reduce Nonrevenue Water","year":2020,"lang":"en","type":"article","venue":"Opflow","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leak; Business; Operations management; Engineering; Environmental engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001072758,0.0005581271,0.0006789374,0.001170998,0.001119002,0.001409508,0.00141863,0.001404648,0.04036368],"category_scores_gemma":[0.003616775,0.0003070684,0.0007183498,0.000562135,0.00060529,0.002123759,0.001676385,0.001273425,0.01192524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00059225,"about_ca_system_score_gemma":0.001766756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004766046,"about_ca_topic_score_gemma":0.01157389,"domain_scores_codex":[0.9990051,0.0001577474,0.0000427635,0.0001633982,0.000464656,0.0001663392],"domain_scores_gemma":[0.998415,0.0002066914,0.0002585577,0.0001561458,0.0006935034,0.0002700769],"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":[0.0009088291,0.003555922,0.02724512,0.0007664897,0.0001345403,0.0006377876,0.001062678,0.001184588,0.04361144,0.002282958,0.2346357,0.683974],"study_design_scores_gemma":[0.000453347,0.008049118,0.08130337,0.001112716,0.0003852746,0.002050088,0.006529259,0.01658752,0.09370685,0.006133858,0.7834455,0.0002430722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4724879,0.006873202,0.1908172,0.05623814,0.004202558,0.002580646,0.00335472,0.02997808,0.2334674],"genre_scores_gemma":[0.7445793,0.003374601,0.07130549,0.01171584,0.0004831238,0.0006502388,0.002173462,0.002281029,0.1634369],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04036368,"threshold_uncertainty_score":0.13503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04964498146889235,"score_gpt":0.28135225437653,"score_spread":0.2317072729076377,"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."}}