{"id":"W2592702643","doi":"10.1002/cssc.201700082","title":"Production and Application of Lignosulfonates and Sulfonated Lignin","year":2017,"lang":"en","type":"review","venue":"ChemSusChem","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":831,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Northern Ontario Heritage Fund Corporation","keywords":"Lignosulfonates; Lignin; Kraft paper; Pulp and paper industry; Sulfonate; Chemistry; Kraft process; Black liquor; Organic chemistry; Hydrolysis; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003071199,0.0005192692,0.0001983963,0.0006080145,0.0002437269,0.0004803524,0.0002403709,0.0004545401,0.001030227],"category_scores_gemma":[0.0001662308,0.0001743248,0.000346197,0.0004979346,0.0002065676,0.0004935539,0.0003979563,0.0005559975,0.0005641655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005317187,"about_ca_system_score_gemma":0.0003836588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006681443,"about_ca_topic_score_gemma":0.001636714,"domain_scores_codex":[0.9997413,0.00002743052,0.00001639244,0.00003844118,0.0001385951,0.00003777744],"domain_scores_gemma":[0.9999189,0.000008217122,0.00002779345,0.000008656261,0.00002411478,0.00001234342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004636483,0.00006906509,0.0003535234,0.001248907,0.000023149,0.0003321946,0.00007082534,0.001280284,0.9296668,0.003781135,0.0008357219,0.06229201],"study_design_scores_gemma":[0.00000399123,0.0003761655,0.0009824728,0.0001021837,0.00002489765,0.0003512517,0.00004804639,0.0008524686,0.9025753,0.0005709795,0.09409726,0.00001504197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5717745,0.2955405,0.06490478,0.001890397,0.0007956985,0.000337458,0.001195633,0.0003877289,0.06317337],"genre_scores_gemma":[0.823464,0.1369729,0.02295314,0.0003057639,0.0001662948,0.00008784488,0.0007294581,0.00005049716,0.01527007],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001030227,"threshold_uncertainty_score":0.003857911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02970413100182338,"score_gpt":0.2846532737081602,"score_spread":0.2549491427063368,"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."}}