{"id":"W2965566445","doi":"10.32964/tj15.4.265","title":"Managing total reduced sulfur emissions at a Canadian kraft pulp mill","year":2016,"lang":"en","type":"article","venue":"TAPPI Journal","topic":"Industrial Gas Emission Control","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scrubber; Waste management; Black liquor; Boiler (water heating); Paper mill; Newsprint; Wet scrubber; Environmental science; Pulp mill; Kraft paper; Pulp and paper industry; Environmental engineering; Engineering; Effluent; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003060487,0.0001960478,0.0002080064,0.0002551281,0.0003241542,0.00007028569,0.0002357808,0.0001568397,0.005570129],"category_scores_gemma":[0.0001519489,0.0001394997,0.000117972,0.0001470166,0.00002417391,0.0001261022,0.00003378867,0.0004111804,0.0002864079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007214831,"about_ca_system_score_gemma":0.000242763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008763865,"about_ca_topic_score_gemma":0.001323858,"domain_scores_codex":[0.9985234,0.0000464949,0.0003458273,0.0001502021,0.0002389692,0.0006951264],"domain_scores_gemma":[0.9985028,0.00006263088,0.00005669228,0.0002210253,0.00006424665,0.001092631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003813451,0.00001130503,0.0003392146,0.00001004324,0.0001511355,0.0007071818,0.0003917502,0.001585413,0.5388699,0.00006192311,0.3602989,0.09753519],"study_design_scores_gemma":[0.005497846,0.00009303284,0.002107761,0.0008488545,0.0001147393,0.006343064,0.0003107743,0.005674405,0.05588697,0.0005910963,0.9212784,0.001253044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958991,0.0006982406,0.001210552,0.02197079,0.004359088,0.0003632866,0.00005642499,0.0003713431,0.07507122],"genre_scores_gemma":[0.9810174,0.00006853521,0.0002046389,0.00009932644,0.001235901,0.000006183737,0.000001423127,0.00005122912,0.01731533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5609795,"threshold_uncertainty_score":0.9953389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319567469065561,"score_gpt":0.2101239652110847,"score_spread":0.1969282905204291,"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."}}