{"id":"W2123969334","doi":"10.1002/ieam.1651","title":"Uncertainty in health Canada's drinking water aesthetic classifications","year":2015,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Citation; Taste; Library science; Psychology; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006441586,0.0002376321,0.0002052219,0.0000693451,0.0001514554,0.00005779444,0.0002012907,0.00004381543,0.0006546243],"category_scores_gemma":[8.823741e-7,0.0001831219,0.00002909444,0.0001283589,0.0001453518,0.0001613135,0.0003083567,0.000197311,0.00009321864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003412879,"about_ca_system_score_gemma":0.00005839716,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2250302,"about_ca_topic_score_gemma":0.2948997,"domain_scores_codex":[0.9978809,0.0002045259,0.0004577512,0.0004468098,0.0005300865,0.0004798726],"domain_scores_gemma":[0.9993632,0.000008840306,0.00008584194,0.0002666537,0.000001926,0.0002735317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001612088,0.002873461,0.5493572,0.0001562141,0.0002128257,0.0003283793,0.007231033,0.09843295,0.002018184,0.01781399,0.08008912,0.2413254],"study_design_scores_gemma":[0.00163053,0.0001681464,0.2522299,0.00006408348,0.00002025409,0.00001809209,0.005598609,0.007349786,0.0001507709,0.001410899,0.7308171,0.0005418115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534359,0.00009165665,0.002041534,0.01976912,0.0003729981,0.001248416,0.0000327961,0.00008051856,0.02292708],"genre_scores_gemma":[0.994225,0.0001889775,0.001498732,0.001471168,0.00000830143,0.0001095825,0.0001709295,0.00001589297,0.002311411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.650728,"threshold_uncertainty_score":0.892456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430138524651145,"score_gpt":0.2663992853923873,"score_spread":0.2420979001458759,"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."}}