{"id":"W3036521204","doi":"10.1002/aws2.1186","title":"Considerations for large building water quality after extended stagnation","year":2020,"lang":"en","type":"review","venue":"AWWA Water Science","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Division of Chemical, Bioengineering, Environmental, and Transport Systems; National Institute of Environmental Health Sciences; Polytechnique Montréal; Purdue University; U.S. Environmental Protection Agency; National Science Foundation","keywords":"Scope (computer science); Work (physics); Business; Government (linguistics); Best practice; Remedial education; Economic stagnation; Coronavirus disease 2019 (COVID-19); Environmental planning; Quality (philosophy); Risk analysis (engineering); Engineering; Environmental science; Computer science; Political science; Infectious disease (medical specialty); Medicine; Politics","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":[0.0009672937,0.000247861,0.0006388409,0.0001677117,0.001148456,0.0006931161,0.0002442198,0.0000541377,0.00076944],"category_scores_gemma":[0.0001039775,0.0001339742,0.000231507,0.00004932559,0.0003098581,0.0004682118,0.0002498709,0.0001275243,0.00006816762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007160794,"about_ca_system_score_gemma":0.0001231163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003951622,"about_ca_topic_score_gemma":0.0001928947,"domain_scores_codex":[0.9981529,0.00006205343,0.0005744557,0.0005003913,0.0002825385,0.0004276842],"domain_scores_gemma":[0.9990656,0.0001265564,0.0001012724,0.0002608178,0.0003838443,0.00006187526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001024958,0.0000984045,0.000003019571,0.006013223,0.0001199118,0.00001205041,0.06114176,9.137427e-8,0.00006526286,0.7499887,0.004768411,0.1777789],"study_design_scores_gemma":[0.00006516193,0.00003060264,0.000001208552,0.0003138321,0.00009325672,0.00000169024,0.0001886656,0.00001093518,0.0002000339,0.007665738,0.9911681,0.0002607518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001270747,0.9828716,0.002924231,0.004742315,0.001610131,0.00303412,0.0007410485,0.0005059272,0.003443587],"genre_scores_gemma":[0.02051605,0.963962,0.003479251,0.001943747,0.001004987,0.002458085,0.0001634025,0.00006913544,0.006403358],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9863997,"threshold_uncertainty_score":0.8833112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.194256813628306,"score_gpt":0.3874373874678376,"score_spread":0.1931805738395315,"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."}}