{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004421127,0.0003335207,0.0003724539,0.0004866662,0.00056149,0.0009782563,0.0003914025,0.0006939889,0.001308218],"category_scores_gemma":[0.002348648,0.0002269267,0.0003025768,0.0003906824,0.0004424059,0.0008296003,0.001051982,0.0006251724,0.000263872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002165424,"about_ca_system_score_gemma":0.0003160757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001192281,"about_ca_topic_score_gemma":0.0009329707,"domain_scores_codex":[0.9991097,0.0001443944,0.00005099673,0.0001494954,0.0003070983,0.0002383246],"domain_scores_gemma":[0.9983247,0.0004897828,0.000647756,0.00009769884,0.0003116263,0.0001284318],"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":[0.001114036,0.0002051727,0.4636711,0.0002731961,0.00006573669,0.002670982,0.001404877,0.00149147,0.4977044,0.0002558426,0.0002815718,0.0308615],"study_design_scores_gemma":[0.00004148094,0.003903941,0.6868545,0.00008684317,0.0001671459,0.009374221,0.003955087,0.007083774,0.2838853,0.0007669634,0.00382065,0.00006008221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972659,0.0001037748,0.001754807,0.00004921865,0.000007750549,0.00002066261,0.00003647399,0.00003561664,0.0007257519],"genre_scores_gemma":[0.9989172,0.00008260553,0.0006502188,0.00002536181,0.00000804396,0.000008117092,0.0000778079,0.000003692983,0.0002268116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001308218,"threshold_uncertainty_score":0.004376471,"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."}}