{"id":"W2589587995","doi":"10.1186/s13068-017-0729-9","title":"A process for producing lignin and volatile compounds from hydrolysis liquor","year":2017,"lang":"en","type":"article","venue":"Biotechnology for Biofuels","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations; Lakehead University","funders":"Koneen Säätiö; Government of Canada; Government of Ontario; Lakehead University","keywords":"Hydrolysis; Lignin; Chemistry; Black liquor; Furfural; Acetic acid; Pulp and paper industry; Organic chemistry; Catalysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007450468,0.0001782821,0.0002549185,0.00006033928,0.0002746719,0.00006421715,0.0003619382,0.0004932559,0.000001600651],"category_scores_gemma":[0.00009500206,0.0001750675,0.00006364055,0.00004057651,0.0001545857,0.00009930221,0.00006261999,0.0001299882,0.000002858072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002043481,"about_ca_system_score_gemma":0.00001479575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001132732,"about_ca_topic_score_gemma":0.000008597314,"domain_scores_codex":[0.9991517,0.000001647087,0.0001719039,0.0003456761,0.00004739796,0.0002816439],"domain_scores_gemma":[0.9992523,0.00004342624,0.00007456275,0.000552849,0.00002933797,0.00004748506],"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":[0.00001360637,0.00002333157,0.0009541438,0.0003455984,0.0001352314,0.000001096083,0.0001315853,0.000004117584,0.9901691,0.0000789201,0.002641659,0.005501608],"study_design_scores_gemma":[0.0005982111,0.00005905086,0.00008827188,0.000043139,0.00004818303,0.000003346684,0.00004344044,0.003012653,0.9849795,0.005866411,0.005033458,0.0002243222],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957956,0.0007157475,0.0005340099,0.001174813,0.0002111867,0.0004659636,0.0002579583,0.0005727696,0.0002719285],"genre_scores_gemma":[0.9963564,0.00004852487,0.002952286,0.00002097377,0.0001869723,0.0002269558,0.0000455997,0.00004094821,0.0001213815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005787491,"threshold_uncertainty_score":0.7139045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151445362032215,"score_gpt":0.2527019027641691,"score_spread":0.2375573665609476,"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."}}