{"id":"W4386471691","doi":"10.20944/preprints202309.0238.v1","title":"Acetic Acid Production From Lignocellulosic Biomass Pyrolysis and Recovery via Membrane Processes","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut de Recherche et de Développement en Agroenvironnement; Institut National de la Recherche Scientifique","funders":"Institut national de la recherche scientifique; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","keywords":"Acetic acid; Lignocellulosic biomass; Chemistry; Biomass (ecology); Pyrolysis; Pulp and paper industry; Biofuel; Raw material; Organic chemistry; Waste management; Lignin","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":[0.0002836469,0.0005430453,0.0004833611,0.0005756628,0.0002161676,0.0006383692,0.0002852317,0.0005299806,0.0006160024],"category_scores_gemma":[0.0002269975,0.0002338322,0.0005407481,0.0009145871,0.0001763243,0.0006846172,0.0004234221,0.0007258467,0.001094116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000497086,"about_ca_system_score_gemma":0.0002485645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004644567,"about_ca_topic_score_gemma":0.0005645725,"domain_scores_codex":[0.9998164,0.00002106378,0.00001426314,0.00003613849,0.00008236257,0.00002978332],"domain_scores_gemma":[0.9999684,0.000005205272,0.000006288747,0.000003878633,0.00001161262,0.000004575348],"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":[0.00007006342,0.00005971904,0.0001897744,0.001525503,0.00004020841,0.0003363221,0.00006620124,0.001437694,0.9501177,0.002510586,0.0007144097,0.04293169],"study_design_scores_gemma":[0.000008372246,0.00007853811,0.0004942452,0.000109189,0.00003473623,0.000299069,0.00002972352,0.001528093,0.9632443,0.0006470478,0.03350903,0.00001768094],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5146088,0.2830383,0.1528461,0.001723372,0.0009203261,0.0003491071,0.001534373,0.0008665103,0.04411316],"genre_scores_gemma":[0.7549685,0.1729702,0.05493617,0.0002588264,0.0001998692,0.0001499638,0.001293629,0.0001434487,0.01507939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006383692,"threshold_uncertainty_score":0.003606617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06165287838338603,"score_gpt":0.2618450782521777,"score_spread":0.2001921998687917,"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."}}