{"id":"W3177758394","doi":"10.21203/rs.3.rs-698252/v1","title":"Polystyrene Sulfonate with Well-Defined Structure as Lignosulfonate Analogue for Promoting Lignocellulose Enzymatic Saccharification","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Priority Academic Program Development of Jiangsu Higher Education Institutions; National Natural Science Foundation of China; Government of Jiangsu Province; Nanjing Forestry University","keywords":"Lignin; Cellulase; Hydrolysis; Chemistry; Enzymatic hydrolysis; Organic chemistry; Glycoside hydrolase; Sulfonate; Polystyrene; Lignosulfonates; Chemical engineering; Polymer; Sodium","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":[0.00009960571,0.0003781356,0.0001353005,0.0001632339,0.00008965438,0.00016515,0.0001536307,0.0002632152,0.0009204448],"category_scores_gemma":[0.00009598885,0.0000981475,0.0002127198,0.0002003398,0.0001450815,0.0002315424,0.0001412177,0.0003107071,0.0002280272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001935657,"about_ca_system_score_gemma":0.0001498301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004277988,"about_ca_topic_score_gemma":0.0008735807,"domain_scores_codex":[0.9999249,0.00001250214,0.000006611403,0.00001527832,0.00002520221,0.00001557517],"domain_scores_gemma":[0.9999357,0.000007993722,0.00002158956,0.00000442677,0.00001302481,0.00001725428],"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":[0.00004492829,0.0000212689,0.00005909059,0.00006860311,0.000004664873,0.00002834719,0.000008162721,0.0002001645,0.9978794,0.0001120941,0.0000380041,0.00153533],"study_design_scores_gemma":[0.000005082967,0.0002577316,0.000331914,0.000003361857,0.000008274314,0.00002406132,0.000009407859,0.0006688549,0.9976814,0.0000154186,0.0009907128,0.000003714082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990651,0.002373953,0.004500896,0.00008664292,0.00004252057,0.00002340741,0.0001303752,0.00009204945,0.002099148],"genre_scores_gemma":[0.995497,0.0008542488,0.002329953,0.00002763156,0.000007894951,0.00001189909,0.00009781787,0.000008706588,0.001164763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009204448,"threshold_uncertainty_score":0.003079176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798652363642129,"score_gpt":0.297248054211437,"score_spread":0.2692615305750157,"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."}}