{"id":"W2377699008","doi":"","title":"Study on the DCS Flocculation Behavior in HYP-containing Furnish","year":2009,"lang":"en","type":"article","venue":"China Pulp & Paper","topic":"Material Properties and Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Flocculation; Papermaking; Colloid; Adsorption; Chemistry; Chemical engineering; Turbidity; Materials science; Chromatography; Mineralogy; Pulp and paper industry; Process engineering; Composite material; Geology; Engineering; Organic chemistry","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":[0.0001669597,0.0001156152,0.0001085537,0.00003140094,0.00008954148,0.00009444263,0.0001018039,0.00004044537,0.0001338424],"category_scores_gemma":[0.00001600269,0.00007753233,0.0000229645,0.00008342706,0.000006693301,0.0001405049,0.00001122533,0.0001474673,0.00002385679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003348979,"about_ca_system_score_gemma":0.000004897325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002436523,"about_ca_topic_score_gemma":0.00001660652,"domain_scores_codex":[0.9994224,0.00002811259,0.0001635884,0.0001149885,0.000103427,0.0001675144],"domain_scores_gemma":[0.9997818,0.00001169305,0.00001641069,0.0001592827,0.000007864577,0.00002291195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004790506,0.001140145,0.09055018,0.0001396247,0.00007946645,0.000259564,0.05531971,0.04781529,0.2990867,0.001517629,0.001139269,0.5024734],"study_design_scores_gemma":[0.0004568635,0.0003276062,0.9909776,0.00006450748,0.00001970106,0.000004557285,0.001077967,0.002413883,0.002421741,0.0002931468,0.001669042,0.000273375],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919047,0.0001421129,0.00001287477,0.0001295978,0.0001943824,0.0002500538,7.163063e-7,0.00009761073,0.007267953],"genre_scores_gemma":[0.9995559,0.000006365662,0.0000212601,0.0001953162,0.0001170012,0.00002675657,0.000002647583,0.00001667567,0.00005806175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9004275,"threshold_uncertainty_score":0.3161677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02182987373948451,"score_gpt":0.2370845882767587,"score_spread":0.2152547145372742,"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."}}