{"id":"W2884026979","doi":"10.1002/cjce.23301","title":"Decision support systems for assessment of biorefinery transformation strategies","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"Canadian Forest Service; Natural Resources Canada","keywords":"Biorefinery; Newsprint; Biorefining; Pulp mill; Pulp (tooth); Pulp and paper industry; Kraft paper; Waste management; Engineering; Biofuel","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.004329251,0.001700718,0.00109943,0.002420226,0.0008465665,0.003050691,0.001243911,0.001688163,0.008445092],"category_scores_gemma":[0.009947542,0.0005284665,0.001311516,0.001160554,0.0005047014,0.001343062,0.001420113,0.001253231,0.0008367714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002087475,"about_ca_system_score_gemma":0.002051891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009105519,"about_ca_topic_score_gemma":0.004766268,"domain_scores_codex":[0.9982748,0.0009187363,0.0001910873,0.0002140309,0.0002706249,0.0001307146],"domain_scores_gemma":[0.9924601,0.005857793,0.0003715903,0.000216312,0.0009017988,0.0001924027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003428784,0.0002735083,0.002326684,0.000283724,0.0001355061,0.0002728515,0.0001234513,0.9299027,0.001646476,0.01117841,0.001638843,0.05187489],"study_design_scores_gemma":[0.00004960846,0.00005532197,0.00014821,0.00002865991,0.00001834706,0.000009749126,0.00005132627,0.9947317,0.000645089,0.003459399,0.0007932982,0.000009296234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1679924,0.0004755746,0.8019966,0.001217089,0.0001709116,0.001492177,0.003528086,0.007812334,0.01531474],"genre_scores_gemma":[0.7730802,0.000220167,0.2223992,0.0001303171,0.00003387437,0.001051714,0.001399625,0.00007474379,0.001610124],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009105519,"threshold_uncertainty_score":0.02825165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475877836937199,"score_gpt":0.2278274392085881,"score_spread":0.2130686608392161,"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."}}