{"id":"W2372361472","doi":"","title":"Dyes in Pulp and Paper Industry","year":2008,"lang":"en","type":"article","venue":"Dyestuffs and coloration","topic":"Dyeing and Modifying Textile Fibers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Pulp and paper industry; Pulp (tooth); Chemistry; Polymer science; Business; Biochemical engineering; Process engineering; Engineering; Dentistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004402164,0.00005786493,0.00006484186,0.00004172969,0.00004730934,0.00001701752,0.00001675924,0.0001013407,0.000006879978],"category_scores_gemma":[0.000007292622,0.00005844182,0.000005335913,0.00006472218,0.00003143169,0.0001319598,0.000008221772,0.0001246003,0.000002960983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001206442,"about_ca_system_score_gemma":0.000006355862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002247601,"about_ca_topic_score_gemma":0.00005160155,"domain_scores_codex":[0.9997153,0.000007622025,0.00007395457,0.000078796,0.00004126414,0.00008309645],"domain_scores_gemma":[0.9998978,0.00001136891,0.000007625443,0.00004592446,0.000006729103,0.00003057705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001421927,0.0002794686,0.5872111,0.0005537298,0.0001433851,0.0003157987,0.03567914,0.03732847,0.04586578,0.01762543,0.03257966,0.2422758],"study_design_scores_gemma":[0.001578263,0.0002068537,0.8886912,0.0001072865,0.00002050732,0.0001071788,0.000932182,0.07051253,0.001495727,0.001640027,0.03406486,0.0006433227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972242,0.0002886227,0.0001017175,0.00008486748,0.00006741485,0.00005362996,0.000001078507,0.0000722914,0.002106223],"genre_scores_gemma":[0.9993295,0.0002735675,0.0001199179,0.00005631932,0.00002966861,0.00001187194,0.000004930035,0.00000734622,0.0001668839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3014801,"threshold_uncertainty_score":0.2383188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156400143803186,"score_gpt":0.191921677273872,"score_spread":0.1803576758358402,"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."}}