{"id":"W4313420787","doi":"10.1016/j.biortech.2022.128543","title":"Ultrafast process of microwave-assisted deep eutectic solvent to improve properties of bamboo dissolving pulp","year":2022,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"National Natural Science Foundation of China","keywords":"Deep eutectic solvent; Choline chloride; Dissolution; Chemical engineering; Dissolving pulp; Pulp (tooth); Materials science; Cellulose; Pulp and paper industry; Lignin; Depolymerization; Chemistry; Eutectic system; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003806821,0.0002034253,0.0004643256,0.000484428,0.0003054366,0.00001105269,0.0008544244,0.0000853232,0.00007368987],"category_scores_gemma":[0.0005296657,0.0001758911,0.00007289265,0.0009680889,0.0006659617,0.00005533746,0.001088286,0.0002652442,0.00001200518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001608484,"about_ca_system_score_gemma":0.00008138914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004287726,"about_ca_topic_score_gemma":0.00003040544,"domain_scores_codex":[0.9978648,0.00007915386,0.0004922681,0.0004968499,0.0004760998,0.0005908171],"domain_scores_gemma":[0.9988244,0.00005145304,0.0002959855,0.0005417069,0.0002155925,0.00007084164],"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":[0.0001337447,0.0001983502,0.0005507696,0.000273126,0.00002596037,0.000009492534,0.001366865,0.0001944033,0.9931877,0.0001725276,0.000006375086,0.00388064],"study_design_scores_gemma":[0.0002836716,0.0006132262,0.0002258486,0.00005873639,0.00001801627,0.00002437244,0.008116746,0.00008322983,0.9897171,0.0002623153,0.0004152362,0.0001815486],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963256,0.0009116016,0.001103118,0.0005714419,0.00009381486,0.0006490729,0.00003557104,0.0002026466,0.0001071394],"genre_scores_gemma":[0.9982441,0.00001193091,0.001145498,0.00001898979,0.00001842133,0.0004007038,0.000001643747,0.00003160745,0.0001271006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006749881,"threshold_uncertainty_score":0.7172629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642510760504471,"score_gpt":0.2612409958095752,"score_spread":0.2448158882045305,"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."}}