{"id":"W3217186008","doi":"10.5194/essd-2021-214-ac1","title":"Response to CC1","year":2021,"lang":"en","type":"peer-review","venue":"","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Effluent; Environmental science; Wastewater; Sewage treatment; Outfall; Pollutant; Population; Geospatial analysis; Contamination; Water resource management; Environmental engineering; Hydrology (agriculture); Geography; Remote sensing; Ecology; Engineering; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002268326,0.001391086,0.001477484,0.002140763,0.002432088,0.007084367,0.001951558,0.009349033,0.899114],"category_scores_gemma":[0.02021448,0.0005563139,0.001309283,0.00185053,0.001082976,0.002601905,0.004428534,0.003589589,0.7049433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002317024,"about_ca_system_score_gemma":0.004214247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004284508,"about_ca_topic_score_gemma":0.00745133,"domain_scores_codex":[0.9971246,0.0005003317,0.0002150373,0.0004457038,0.001025373,0.0006889173],"domain_scores_gemma":[0.987771,0.00241558,0.0005009972,0.001226407,0.004412286,0.00367372],"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":[0.00005786861,0.00001528118,0.00009329892,0.0001047343,0.000002633885,0.00002879621,0.00001029335,0.00001552204,0.00006155559,0.0002242372,0.9909671,0.008418652],"study_design_scores_gemma":[0.00006251507,0.0000244574,0.0007455198,0.00009951863,0.000002321636,0.00003061479,0.0000520432,0.00007596784,0.00009990642,0.0003592545,0.9984291,0.00001872586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001691634,0.001021886,0.00141586,0.08293817,0.08151971,0.002151151,0.07802868,0.01211279,0.7391202],"genre_scores_gemma":[0.008377261,0.0007061159,0.001031035,0.03606678,0.01742728,0.001372322,0.01992111,0.003057641,0.9120404],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.100886,"threshold_uncertainty_score":0.1439017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05637391571631768,"score_gpt":0.3554417840253405,"score_spread":0.2990678683090228,"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."}}