{"id":"W2397110364","doi":"10.2175/106143012x13373575830836","title":"An Alternative Process to Treat Boiler Feed Water for Reuse","year":2012,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Waste management; Settling; Boiler (water heating); Reuse; Environmental science; Boiler feedwater; Water treatment; Particulates; Environmental engineering; Pulp and paper industry; Chemistry; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001013969,0.0002710431,0.0001878048,0.0001167082,0.0003740448,0.00006737588,0.0007259581,0.00007926467,0.006064822],"category_scores_gemma":[0.00001607073,0.0001572647,0.0000558555,0.00007714589,0.0002243161,0.0009168583,0.0006771322,0.000166665,0.01049935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008758734,"about_ca_system_score_gemma":0.000002915632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000123723,"about_ca_topic_score_gemma":0.000005797971,"domain_scores_codex":[0.996296,0.0001922036,0.0002605525,0.0007001646,0.0009806432,0.001570372],"domain_scores_gemma":[0.9983244,0.00004109184,0.00002073516,0.001007665,0.00001219453,0.000593923],"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":[0.0004064212,0.001674389,0.05014419,0.00002968219,0.00003729756,0.00001062224,0.02828184,0.01402954,0.8977482,0.00002653912,0.002110675,0.00550055],"study_design_scores_gemma":[0.0007182815,0.0004737093,0.005538385,0.000005087449,0.00001226344,0.000003294837,0.0002590697,0.0001310892,0.9356876,0.001281686,0.05560526,0.000284281],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928009,0.000007896972,0.002542369,0.001587888,0.00006430072,0.001636046,0.00002162469,0.0000462103,0.001292801],"genre_scores_gemma":[0.9828412,0.00001224045,0.005413949,0.0001594361,0.0001769642,0.001459548,0.0001702811,0.00006405461,0.009702322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05349459,"threshold_uncertainty_score":0.9948438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05990759696149461,"score_gpt":0.374800530693509,"score_spread":0.3148929337320144,"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."}}