{"id":"W2334276866","doi":"10.5942/jawwa.2016.108.0067","title":"Quality Above All","year":2016,"lang":"en","type":"article","venue":"American Water Works Association","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Typhoid fever; Variety (cybernetics); Quality (philosophy); Face (sociological concept); Diarrheal diseases; Political science; Medicine; Business; Computer science; Virology; Diarrhea; Sociology; Social 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":[0.004039113,0.0007296448,0.0008818641,0.001307935,0.004296415,0.01046967,0.001747872,0.002120123,0.2150993],"category_scores_gemma":[0.01620698,0.0003745829,0.0006619087,0.001497739,0.002521824,0.006011896,0.007557807,0.005305447,0.08096692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00481496,"about_ca_system_score_gemma":0.01136371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01941788,"about_ca_topic_score_gemma":0.02378977,"domain_scores_codex":[0.9885007,0.001494072,0.0005165807,0.001320679,0.006942975,0.001224982],"domain_scores_gemma":[0.9791269,0.0009889451,0.001038665,0.002767504,0.01320682,0.002871101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007292216,0.0001275023,0.00466424,0.0005392068,0.00004461313,0.0002520407,0.00126201,0.0002290858,0.002933674,0.05166288,0.6998913,0.2383204],"study_design_scores_gemma":[0.000005483464,0.00002189814,0.001375159,0.0001284111,0.000006307662,0.0001241729,0.0002925627,0.00003465193,0.0002667052,0.003006995,0.9947248,0.00001276693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003344012,0.004509457,0.009794491,0.100818,0.005592486,0.000281395,0.003078029,0.002047317,0.8705348],"genre_scores_gemma":[0.103503,0.007463826,0.01147439,0.07762051,0.003649458,0.0002742054,0.005431851,0.001878208,0.7887046],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2150993,"threshold_uncertainty_score":0.7195789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239464444282233,"score_gpt":0.266343177288306,"score_spread":0.2539485328454836,"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."}}