{"id":"W2995010398","doi":"10.11606/t.11.2019.tde-13122019-161019","title":"Impacto da sulfidez em processos kraft de polpação","year":2019,"lang":"pt","type":"dissertation","venue":"","topic":"Materials Engineering and Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Kraft process; Kraft paper; Business; Pulp and paper industry; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003805702,0.000935265,0.000905951,0.0003792565,0.0001374638,0.0007264903,0.0005108939,0.0009727151,0.001616632],"category_scores_gemma":[0.0001153686,0.0009846807,0.0002081772,0.0003942871,0.00001242607,0.0003380683,0.0000378744,0.0006770556,0.0008091311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002241461,"about_ca_system_score_gemma":0.0004759931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002873811,"about_ca_topic_score_gemma":0.00006551718,"domain_scores_codex":[0.99703,0.00004014849,0.0007836806,0.0006091598,0.0004200812,0.001116917],"domain_scores_gemma":[0.9986526,0.00009505499,0.0002014104,0.0005517911,0.0001673483,0.00033174],"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":[0.0004541174,0.0002912697,0.0008986283,0.1150431,0.00174738,0.0001767933,0.06553914,0.3002335,0.4573489,0.002419251,0.004199503,0.05164834],"study_design_scores_gemma":[0.002320089,0.0004107432,0.002338674,0.009288464,0.001032193,0.0002540976,0.01331748,0.4545391,0.4993639,0.0004060878,0.009210199,0.007518976],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9080959,0.003765442,0.04421028,0.0000599701,0.006295471,0.001010179,0.0001698417,0.0021407,0.03425222],"genre_scores_gemma":[0.9741315,0.0001896137,0.001219242,0.00006082972,0.0003714679,0.00006000128,0.0008479098,0.0003666387,0.02275279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1543056,"threshold_uncertainty_score":0.9999688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108667014989997,"score_gpt":0.2593478919196864,"score_spread":0.2482612217697864,"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."}}