{"id":"W2330808828","doi":"10.2166/wh.2005.0018","title":"Better intervention strategies are needed to reduce the risk of waterborne outbreaks","year":2005,"lang":"en","type":"article","venue":"Journal of Water and Health","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water supply; Business; Accountability; Intervention (counseling); Water quality; Environmental planning; Quality (philosophy); Environmental economics; Risk analysis (engineering); Operations management; Environmental resource management; Engineering; Environmental engineering; Economics; Environmental science","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":[0.003321858,0.001688435,0.00112115,0.001970238,0.002053563,0.003382269,0.003680211,0.005580378,0.01843918],"category_scores_gemma":[0.01508115,0.0004138781,0.001086923,0.0008956951,0.001565213,0.003492089,0.001965865,0.002419333,0.002602707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005343433,"about_ca_system_score_gemma":0.02840483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.129597,"about_ca_topic_score_gemma":0.1623435,"domain_scores_codex":[0.9971411,0.0008526449,0.0002077669,0.0001984804,0.000731874,0.0008681842],"domain_scores_gemma":[0.9902763,0.002526569,0.002018687,0.0003588467,0.002448639,0.002371015],"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":[0.0004201067,0.006471731,0.08621513,0.009038286,0.0004745389,0.001636625,0.002357038,0.01003742,0.0137709,0.01141771,0.1675566,0.6906039],"study_design_scores_gemma":[0.001000889,0.004027686,0.4783356,0.01116099,0.0006528355,0.001754768,0.02909601,0.01379487,0.004758565,0.02942244,0.4254164,0.0005789939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2217565,0.08149103,0.09125371,0.48684,0.006303434,0.0076408,0.003273311,0.006637808,0.09480357],"genre_scores_gemma":[0.6224492,0.08146188,0.1786835,0.07696691,0.003576395,0.004965652,0.00520846,0.000281865,0.02640618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.129597,"threshold_uncertainty_score":0.2576853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713235181635715,"score_gpt":0.2809496107916994,"score_spread":0.2638172589753423,"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."}}