{"id":"W4417461948","doi":"10.21203/rs.3.rs-7716776/v1","title":"Cellulose: a study of drying method selection based on the structure and property changes","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Department of Science and Technology of Sichuan Province; National Natural Science Foundation of China","keywords":"Cellulose; Degree of polymerization; Supercritical fluid; Characterization (materials science); Bacterial cellulose; Polymerization; Work (physics); Polymer","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":[0.0007170977,0.0002538118,0.0003513178,0.0003427761,0.0002067889,0.0003591185,0.0002479822,0.0002400896,0.001425],"category_scores_gemma":[0.001354673,0.0001119993,0.000298223,0.0005727024,0.0001659274,0.0003779949,0.0001247405,0.0003077651,0.0002576117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001798453,"about_ca_system_score_gemma":0.0001959047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001041073,"about_ca_topic_score_gemma":0.0008241931,"domain_scores_codex":[0.9997376,0.00005054594,0.0000130098,0.00006743595,0.000100285,0.00003121829],"domain_scores_gemma":[0.9991648,0.0004278773,0.0001433658,0.00008006753,0.0001452144,0.00003868634],"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":[0.0004968129,0.0001084881,0.001040066,0.000113644,0.0000296233,0.0000521275,0.00003288938,0.0008664096,0.9851186,0.0002367259,0.0001490339,0.01175547],"study_design_scores_gemma":[0.00002530263,0.0003307621,0.005793339,0.000007863083,0.00006603403,0.0001199901,0.00002491738,0.0189764,0.9737771,0.00008754657,0.0007752961,0.00001544551],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825603,0.001559372,0.01392019,0.00004049452,0.00003573656,0.00002993988,0.0001245788,0.00007037017,0.001659067],"genre_scores_gemma":[0.984858,0.00126268,0.01172638,0.00004655849,0.00002512071,0.00001510775,0.0001682299,0.0001024369,0.001795449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001425,"threshold_uncertainty_score":0.00476712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09903007335054648,"score_gpt":0.4307125715657938,"score_spread":0.3316824982152473,"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."}}