{"id":"W2986453049","doi":"10.32964/tj10.3.51","title":"Mitigating pitch-related deposits at a thermomechanical pulp-based specialty paper mill","year":2011,"lang":"en","type":"article","venue":"TAPPI Journal","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermogravimetric analysis; Paper mill; Pulp and paper industry; Pulp (tooth); Mill; Stack (abstract data type); Materials science; Chemistry; Waste management; Engineering; Organic 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":[0.0003635171,0.0002240417,0.0003272477,0.0000730798,0.0008268023,0.0003007652,0.0002509668,0.00008373878,0.07176309],"category_scores_gemma":[0.00004052081,0.0001574874,0.0002887074,0.00005475858,0.0001269535,0.0002825693,0.00006658446,0.0002806765,0.0005077136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000111289,"about_ca_system_score_gemma":0.00002987167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002781285,"about_ca_topic_score_gemma":0.00321097,"domain_scores_codex":[0.9983422,0.0001633293,0.0005851646,0.000209982,0.000314117,0.0003851855],"domain_scores_gemma":[0.9991189,0.0000372792,0.0003019757,0.000177451,0.0001690215,0.0001954096],"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":[0.00126204,0.001473563,0.004353609,0.000233065,0.002628134,0.002435135,0.26369,0.00004887578,0.5718552,0.09266654,0.03626264,0.02309117],"study_design_scores_gemma":[0.02171077,0.003817555,0.05045865,0.002810342,0.005330901,0.004516394,0.04960874,0.0040315,0.2319654,0.07565147,0.5399136,0.01018463],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554477,0.0002349227,0.00002005595,0.0003602763,0.0007534458,0.0001074574,0.00001394479,0.00007879929,0.04298337],"genre_scores_gemma":[0.9936449,0.00001820419,0.000362401,0.000467341,0.001116555,0.000005789404,0.00001047171,0.00003515618,0.004339202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.503651,"threshold_uncertainty_score":0.9290854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04837811347444736,"score_gpt":0.2106849184983335,"score_spread":0.1623068050238861,"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."}}