{"id":"W1995147084","doi":"10.2166/wst.2007.201","title":"Taste and odour research: a utility's perspective","year":2007,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Durham","funders":"","keywords":"Outreach; Taste; Government (linguistics); Perspective (graphical); Work (physics); Business; Control (management); Environmental planning; Mechanism (biology); Field research; Public relations; Engineering; Political science; Computer science; Psychology; Sociology; Management; Economics; Environmental science; Economic growth; Social 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001664359,0.00009314073,0.00008142092,0.0005554,0.0005607146,0.00005908305,0.0003167537,0.00008607391,0.0002314827],"category_scores_gemma":[0.00006154749,0.00006139318,0.00001504469,0.001383549,0.003937273,0.000389049,0.0006407624,0.0001763551,0.000605841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003064758,"about_ca_system_score_gemma":0.00001056973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005634206,"about_ca_topic_score_gemma":0.000264575,"domain_scores_codex":[0.9982802,0.00001949542,0.0001050129,0.000527498,0.0003634434,0.000704385],"domain_scores_gemma":[0.9995416,0.00001453379,0.00001519488,0.0002911538,0.00003800273,0.00009955327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004918039,0.0002326017,0.4388582,0.0000031396,0.000005801561,0.00008088513,0.006518752,0.000006040831,0.5189077,0.009601586,0.0003484068,0.02538774],"study_design_scores_gemma":[0.0003997762,0.0004200905,0.09320661,0.000006260722,0.000006670407,0.0001171893,0.00477024,0.0001157445,0.8107191,0.07839147,0.01163371,0.0002131667],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625476,0.00002407326,0.0004846595,0.002099063,0.00009931823,0.00016636,4.306151e-7,0.0001304814,0.03444801],"genre_scores_gemma":[0.9987877,0.000004342646,0.0005198466,0.00003092241,0.00001644551,0.000008285279,3.647854e-7,0.00000469166,0.000627401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3456516,"threshold_uncertainty_score":0.9987735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04496802058640149,"score_gpt":0.3146171647286195,"score_spread":0.269649144142218,"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."}}