{"id":"W2289445869","doi":"10.11575/prism/28466","title":"Total Coliform and Escherichia coli Positivity in Rural Well Water in Alberta, Canada: Spatiotemporal Analysis and Risk Factor Assessment","year":2015,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Escherichia coli; Geography; Environmental science; Biology","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":[0.0003085168,0.0002057766,0.0001263719,0.001127093,0.0006851701,0.0006390885,0.0004458759,0.0001524036,0.0006552815],"category_scores_gemma":[0.0007611742,0.0001417943,0.0002311705,0.00291973,0.0003136419,0.0001497746,0.0003760477,0.0002313805,0.00007754705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00640814,"about_ca_system_score_gemma":0.006056417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9789154,"about_ca_topic_score_gemma":0.9849385,"domain_scores_codex":[0.9997485,0.0000218808,0.00001236752,0.00004185108,0.0001209016,0.00005445011],"domain_scores_gemma":[0.9996672,0.00003736473,0.00007888718,0.00001212343,0.0001578244,0.00004669758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005356636,0.00002983818,0.9864737,0.00001751929,0.00003676148,0.0001103198,0.0004832743,0.001380837,0.0007133771,0.00007431678,0.0003310884,0.01029551],"study_design_scores_gemma":[0.000001077567,0.00001122722,0.9965202,0.000006394777,0.0000152096,0.00003741832,0.001090623,0.001763143,0.0001259649,0.0000302656,0.0003939445,0.000004606952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997459,0.0002110535,0.000388889,0.00007914454,0.000001242736,0.00001872037,0.001014268,0.000007422136,0.0008203574],"genre_scores_gemma":[0.9961742,0.0004241707,0.0007740064,0.00001559528,0.000001697319,0.000008540525,0.001120545,0.00000284125,0.00147847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02108461,"threshold_uncertainty_score":0.04649454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005130301434759007,"score_gpt":0.2022976837053522,"score_spread":0.1971673822705932,"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."}}