{"id":"W1559015234","doi":"10.7202/013541ar","title":"Waterborne Pathogens: A Critical Assessment of Methods, Results and Data Analysis","year":2006,"lang":"en","type":"article","venue":"Revue des sciences de l eau","topic":"Vibrio bacteria research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Health Canada; Institut National de la Recherche Scientifique","funders":"University of Waterloo; Ministry of Environment; Health Canada; Centers for Disease Control and Prevention; University of Lethbridge; Canadian Water Network; University of Ottawa","keywords":"Context (archaeology); Waterborne diseases; Risk analysis (engineering); Outbreak; Environmental resource management; Environmental health; Biology; Environmental planning; Geography; Business; Medicine; Environmental science","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":[0.001827045,0.00007702642,0.0001727857,0.00007916524,0.0001556371,0.00005198767,0.0003646964,0.00004511769,0.000003884115],"category_scores_gemma":[0.0008239946,0.00006193171,0.00004365218,0.000351748,0.001189725,0.00001018495,0.0005248894,0.00003920648,2.790823e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001465856,"about_ca_system_score_gemma":0.00007810829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003746244,"about_ca_topic_score_gemma":0.0003955358,"domain_scores_codex":[0.9987713,0.0002193555,0.0002043988,0.0004442626,0.000109248,0.0002514682],"domain_scores_gemma":[0.9992888,0.00009106923,0.00004890297,0.0004370888,0.00008256553,0.00005155744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002134137,0.00005547185,0.01830868,0.00007394288,0.0001106767,0.000006557061,0.00003979635,0.0002317075,0.978404,0.0006278697,0.0002644656,0.001855501],"study_design_scores_gemma":[0.0009511394,0.001435784,0.6882346,0.0001035792,0.0007345584,0.00009357195,0.0004757116,0.1364516,0.1582334,0.004263069,0.008378671,0.0006442516],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996129,0.002350593,0.09476888,0.0005363836,0.00004021179,0.0001070934,0.0003393275,0.000007952162,0.002236625],"genre_scores_gemma":[0.690366,0.0003767969,0.3090612,0.00001137992,0.00005206784,0.000003848647,0.00007719928,0.00000272631,0.0000487633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8201706,"threshold_uncertainty_score":0.438359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550584255255299,"score_gpt":0.488726512759983,"score_spread":0.3336680872344532,"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."}}