{"id":"W2912829970","doi":"10.1016/j.watres.2019.07.006","title":"Impacts of a changing earth on microbial dynamics and human health risks in the continuum between beach water and sand","year":2019,"lang":"en","type":"review","venue":"Water Research","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; McMaster University","funders":"Centro de Estudos Ambientais e Marinhos, Universidade de Aveiro","keywords":"Habitat; Climate change; Population; Ecology; Environmental science; Urbanization; Population growth; Indicator bacteria; Biology; Water quality; Fecal coliform; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006427149,0.0002029876,0.0007101731,0.0002611758,0.000204443,0.0001052076,0.0003072254,0.0001482973,0.00007205984],"category_scores_gemma":[0.00001572164,0.00009497521,0.00006804613,0.0001568731,0.0003092897,0.000076695,0.0005034409,0.0007010471,0.00007228607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001616237,"about_ca_system_score_gemma":0.00001487731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003482679,"about_ca_topic_score_gemma":0.001284906,"domain_scores_codex":[0.9964517,0.001529027,0.0004250735,0.0004043914,0.000477314,0.0007124424],"domain_scores_gemma":[0.9994121,0.00009899357,0.0000635513,0.0003122032,0.00001156719,0.0001016317],"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":[0.00005260096,0.0002969654,0.04037766,0.02252559,0.0001049789,0.0000299982,0.04095088,6.2309e-7,0.0008922993,0.0002483166,0.0007153,0.8938048],"study_design_scores_gemma":[0.002783685,0.002431269,0.07352557,0.01003582,0.000142356,0.00004404984,0.001086186,0.0000377257,0.00325328,0.0004950003,0.9048475,0.001317526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9170632,0.07883273,0.000003256275,0.0008877656,0.00003916605,0.002239547,0.0001032262,0.000009479186,0.0008216341],"genre_scores_gemma":[0.8630449,0.1352876,0.000008575763,0.00007676851,0.00005369971,0.0000301919,0.0004497196,0.00002894429,0.001019617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9041322,"threshold_uncertainty_score":0.5264792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2189063075274119,"score_gpt":0.4513939166180959,"score_spread":0.232487609090684,"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."}}