{"id":"W4387671788","doi":"10.1007/s10570-023-05529-6","title":"Modelling the degradation of acidic and alkaline printing paper","year":2023,"lang":"en","type":"article","venue":"Cellulose","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Ultimate tensile strength; Pulp (tooth); Degradation (telecommunications); Cellulose; Cellulosic ethanol; Pulp and paper industry; Filter paper; Polymerization; Materials science; Chemistry; Chemical engineering; Polymer; Computer science; Environmental science; Composite material; Organic chemistry; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003466386,0.0006812123,0.000669464,0.0004309466,0.0003209833,0.001383946,0.0006513942,0.001871648,0.002442762],"category_scores_gemma":[0.000960519,0.0003846916,0.0009256141,0.0006279483,0.0004465222,0.0006981491,0.0002529752,0.0006974449,0.0003872126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164507,"about_ca_system_score_gemma":0.0009069351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03956372,"about_ca_topic_score_gemma":0.01402292,"domain_scores_codex":[0.9998573,0.00002049496,0.000008324395,0.00003399968,0.00003837619,0.00004141129],"domain_scores_gemma":[0.999423,0.0004082483,0.00003992561,0.00002319768,0.00007875855,0.00002688335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009283865,0.00004931451,0.00145443,0.00007892899,0.00002055837,0.00009131063,0.00002379378,0.9890941,0.005975291,0.0005094102,0.0001107557,0.002499243],"study_design_scores_gemma":[0.000007967927,0.00003047351,0.0006245083,0.000003514097,0.000008489113,0.00001636131,0.00001634154,0.9959888,0.002922471,0.0001939379,0.0001807638,0.000006356106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665297,0.0006495972,0.01939245,0.0001432971,0.00004689386,0.00005531774,0.0009342329,0.0001250296,0.01212352],"genre_scores_gemma":[0.9914976,0.000333287,0.003281315,0.00002500809,0.000006066103,0.00002922613,0.0003490174,0.00003455862,0.004443954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03956372,"threshold_uncertainty_score":0.07866687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.055235394872208,"score_gpt":0.2257839522234567,"score_spread":0.1705485573512487,"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."}}