{"id":"W7161853238","doi":"10.82308/2255","title":"Endotoxins detection and control in drinking water systems","year":2007,"lang":"en","type":"dissertation","venue":"","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Limulus amebocyte lysate; Raw water; Chlorine; Ozone; Water treatment; Ingestion","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":[0.001164226,0.0005832863,0.0005796272,0.001040135,0.000503517,0.00120691,0.0008246267,0.0005218282,0.0003752107],"category_scores_gemma":[0.001148598,0.0002739843,0.0003290357,0.001090449,0.0006832884,0.0003829047,0.0005303129,0.0003984839,0.0002421659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002145923,"about_ca_system_score_gemma":0.001656991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04055534,"about_ca_topic_score_gemma":0.02054019,"domain_scores_codex":[0.9971504,0.0002917101,0.0001532687,0.0004894898,0.001633085,0.0002822508],"domain_scores_gemma":[0.9992094,0.00006232007,0.0001882235,0.00004461901,0.000443408,0.00005196163],"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":[0.0001564411,0.00008735189,0.01193922,0.0002506661,0.00001419426,0.0000621097,0.0001354167,0.0007381114,0.960402,0.00008404523,0.0001660557,0.02596442],"study_design_scores_gemma":[0.00002797899,0.0007204835,0.04058612,0.00004713125,0.00004524703,0.000126999,0.0003047952,0.004458122,0.9461001,0.000136002,0.007407376,0.00003968092],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485928,0.005257016,0.04183047,0.0002436609,0.0000607915,0.0005248545,0.0009530794,0.0005668371,0.001970467],"genre_scores_gemma":[0.9579047,0.003099514,0.03460477,0.0001394538,0.00003946588,0.0002510549,0.001227562,0.00004147076,0.002691928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04055534,"threshold_uncertainty_score":0.08063853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006030764439664433,"score_gpt":0.2293899646808871,"score_spread":0.2233592002412226,"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."}}