{"id":"W7015152659","doi":"","title":"Recovery of softwood lignosulphonates and hemicellulose sugars from spent organosolv liquor","year":2022,"lang":"en","type":"other","venue":"LUTPub (LUT University)","topic":"Pancasila Values in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemicellulose; Membrane; Organosolv; Filtration (mathematics); Selectivity; Membrane permeability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001581677,0.0002013334,0.0003198533,0.0004933944,0.0002284706,0.00002775599,0.0005769867,0.0002930608,0.01558722],"category_scores_gemma":[0.0001648688,0.0002645419,0.00009463663,0.0006198433,0.0003396647,0.000131074,0.0002735389,0.0002441668,0.00004255401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004787245,"about_ca_system_score_gemma":0.0005490561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0102796,"about_ca_topic_score_gemma":0.004268485,"domain_scores_codex":[0.998501,0.0002498836,0.0001441671,0.0004454398,0.0003765523,0.0002829576],"domain_scores_gemma":[0.9989443,0.000245725,0.0003456681,0.0002800043,0.00004906191,0.0001352238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001619391,0.0006895068,0.01718062,0.0001682447,0.0007548462,0.0001616778,0.01901621,0.000007774231,0.001348193,0.02528222,0.9270739,0.008154854],"study_design_scores_gemma":[0.0002742881,0.00004177497,0.0003728158,0.0000743469,0.0001330116,6.941798e-7,0.00602821,0.000001257899,0.0003094459,0.0006415562,0.9918317,0.0002909103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02311459,0.001721996,0.00002906091,0.0002755138,0.001336469,0.0004094752,0.0002954802,0.0001916173,0.9726258],"genre_scores_gemma":[0.009217382,0.003916108,0.001712742,0.00006744308,0.000435216,0.000001453322,0.000121475,0.0001506895,0.9843775],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06475779,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056398306158121,"score_gpt":0.2281858196092313,"score_spread":0.2176218365476501,"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."}}