{"id":"W4408295798","doi":"10.1515/npprj-2024-0091","title":"The impact of cellulosic pulps on thermoforming process: effects on formation time and drainage efficiency","year":2025,"lang":"en","type":"article","venue":"Nordic Pulp & Paper Research Journal","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Trois-Rivieres; Université du Québec à Trois-Rivières","funders":"","keywords":"Thermoforming; Cellulosic ethanol; Process (computing); Drainage; Process engineering; Pulp and paper industry; Environmental science; Materials science; Composite material; Cellulose; Engineering; Computer science; Chemical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004997289,0.0003263347,0.0003004937,0.0002326433,0.0001627861,0.0005682887,0.0001907611,0.000193491,0.001240189],"category_scores_gemma":[0.001063248,0.0001758834,0.0003071457,0.0004455902,0.0001875272,0.0004790075,0.0002178992,0.0004558209,0.0002102961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002097615,"about_ca_system_score_gemma":0.0001805718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009318046,"about_ca_topic_score_gemma":0.002073117,"domain_scores_codex":[0.9996532,0.0000754569,0.00004733655,0.00006381278,0.0001022064,0.00005795173],"domain_scores_gemma":[0.9991228,0.0004087256,0.0002306141,0.00006128992,0.0001244752,0.00005215621],"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":[0.0005596938,0.0001075099,0.002183608,0.0001360262,0.00002255039,0.00007011123,0.00007132136,0.0008647272,0.9892553,0.00005267611,0.00002020585,0.006656275],"study_design_scores_gemma":[0.000003865281,0.0006589839,0.01022429,0.00001026439,0.00003051401,0.00004101362,0.00006141123,0.0008816443,0.9876167,0.00001359147,0.0004474228,0.00001028065],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982591,0.0005690205,0.0004940162,0.00000840177,0.000006186758,0.000009730696,0.00006797181,0.000009243498,0.000576179],"genre_scores_gemma":[0.9980507,0.000408566,0.001027916,0.000008715372,0.000002346033,0.000006670777,0.00006401951,0.00001429701,0.000416816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001240189,"threshold_uncertainty_score":0.004148841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921069895684074,"score_gpt":0.3764871341374812,"score_spread":0.3572764351806405,"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."}}