{"id":"W2782614483","doi":"10.1002/cssc.202002553","title":"New Opportunities in the Valorization of Technical Lignins","year":2020,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; FPInnovations","funders":"","keywords":"Business; Pulp and paper industry; Waste management; Natural resource economics; Economics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000406184,0.00006859843,0.00009063206,0.00001093601,0.00000700913,0.00000805069,0.0001651188,0.00006233364,0.00001875691],"category_scores_gemma":[0.00002072487,0.00005667805,0.00002964081,0.0001417458,0.00001576238,0.00003872016,0.00001726926,0.0001154164,0.000005624172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001157728,"about_ca_system_score_gemma":0.00002243891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002034144,"about_ca_topic_score_gemma":5.286789e-7,"domain_scores_codex":[0.9996138,0.000003269247,0.0001353408,0.00006458155,0.00009553703,0.00008752791],"domain_scores_gemma":[0.9997931,0.0000247637,0.00001483243,0.0001082485,0.000009624709,0.00004946171],"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":[0.000002503789,0.00001386682,0.0003246306,0.0001833295,0.00001080638,0.000008318656,0.00138092,0.00008150439,0.8619574,0.000810777,0.1342316,0.000994397],"study_design_scores_gemma":[0.0001559956,0.000009787328,0.00007640757,0.00001498285,0.000005600944,0.000002093171,0.0004197527,0.0001662966,0.9854955,0.0000582453,0.01352365,0.00007168245],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.41871,0.001581615,0.00482499,0.007549234,0.0003055454,0.0004363212,0.00002103954,0.001022047,0.5655492],"genre_scores_gemma":[0.9989102,0.0000512847,0.0006469665,0.0001404413,0.000157796,0.00000474427,0.00001196488,0.00001149584,0.00006511524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5802002,"threshold_uncertainty_score":0.2311264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04368162700397503,"score_gpt":0.2071848017595563,"score_spread":0.1635031747555813,"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."}}