{"id":"W1537153355","doi":"10.1002/j.1551-8833.2003.tb10368.x","title":"Potential for pathogen intrusion during pressure transients","year":2003,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Water (Canada)","funders":"American Water Works Association Research Foundation","keywords":"Coliphage; Environmental science; Microorganism; Intrusion; Clostridium perfringens; Potable water; Environmental engineering; Microbiology; Biology; Geology; Bacteria","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":[0.0004428859,0.00009841277,0.0001267407,0.00002158764,0.0001757225,0.00004864353,0.00008098521,0.00005856455,0.0004479609],"category_scores_gemma":[0.00005375098,0.00007820602,0.00007170773,0.0001120427,0.0000361045,0.0002055247,0.00002595865,0.0000767425,0.0001042036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000229228,"about_ca_system_score_gemma":0.000002475731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001144349,"about_ca_topic_score_gemma":0.00002461856,"domain_scores_codex":[0.9988344,0.0001701851,0.0001855459,0.0002375054,0.000271125,0.0003012721],"domain_scores_gemma":[0.9996805,0.00002322981,0.0001130644,0.0001050056,0.00001785452,0.00006035133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002745503,0.0005297591,0.5403804,0.00004837316,0.0001955127,0.000006368903,0.01004846,0.008900914,0.3726153,0.0001427573,0.003122798,0.06373476],"study_design_scores_gemma":[0.002785729,0.0002177174,0.8222287,0.00002419154,0.0001685851,0.000002873309,0.0005617024,0.002770324,0.1113281,0.001192882,0.05795752,0.0007616088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919478,0.000005043817,0.006293301,0.0005091701,0.0001615036,0.0002728573,0.00001213982,0.00004314467,0.0007550655],"genre_scores_gemma":[0.9962539,0.000005495852,0.0005591651,0.0002196153,0.0000334351,0.0000338451,0.00004235081,0.00001253606,0.002839625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2818483,"threshold_uncertainty_score":0.4904858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003893967136067659,"score_gpt":0.2072873554246088,"score_spread":0.2033933882885411,"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."}}