{"id":"W4205454182","doi":"10.1080/07900627.2021.2016378","title":"Water safety management during the initial phase of the Covid-19 pandemic: challenges, responses and guidance","year":2022,"lang":"en","type":"article","venue":"International Journal of Water Resources Development","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Preparedness; Coronavirus disease 2019 (COVID-19); Business; Relevance (law); Pandemic; Crisis management; Water safety; Environmental planning; Phase (matter); Globe; Emergency management; Environmental resource management; Economic growth; Environmental science; Political science; Water quality; Economics; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001220459,0.0001026201,0.0001504316,0.0001878042,0.0002791939,0.00003020554,0.0003397262,0.00001940723,0.0001015848],"category_scores_gemma":[0.00008854695,0.00004770577,0.00007500523,0.00004470098,0.00007861732,0.0000603893,0.0004882237,0.0002506374,0.000001620916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003454457,"about_ca_system_score_gemma":0.00005247347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000931566,"about_ca_topic_score_gemma":0.000005419188,"domain_scores_codex":[0.998199,0.0001753399,0.0005732285,0.0001236204,0.0007829595,0.0001458766],"domain_scores_gemma":[0.9994116,0.00008327106,0.0002086291,0.0001140633,0.0001329255,0.00004951115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03390952,0.001390164,0.09933384,0.0006322512,0.004701439,0.003319508,0.2023143,0.0009120086,0.558079,0.0002064049,0.0004372882,0.0947643],"study_design_scores_gemma":[0.004711446,0.0001220387,0.01320476,0.0001080662,0.00004402738,0.006305293,0.00203351,0.00001834132,0.2259445,0.0000968162,0.7473076,0.000103599],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921691,0.0004564585,0.00009127409,0.006323134,0.0003971569,0.0001503894,0.000004752857,0.000011565,0.0003961211],"genre_scores_gemma":[0.9968964,0.0000562996,0.0002627913,0.002022869,0.0001344086,0.00001320619,0.000001583782,0.00001096654,0.0006014455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7468703,"threshold_uncertainty_score":0.2147362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09732355678440544,"score_gpt":0.3531120966610888,"score_spread":0.2557885398766834,"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."}}