{"id":"W2625979094","doi":"10.1007/978-3-319-56457-9","title":"Hydrothermal Processing in Biorefineries","year":2017,"lang":"en","type":"book","venue":"","topic":"Process Optimization and Integration","field":"Engineering","cited_by":156,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydrothermal circulation; Business; Environmental science; Chemical engineering; 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":[0.00003230888,0.0001498311,0.0001532873,0.0001228882,0.00003214452,0.00009578304,0.0001381272,0.0001922908,0.0003211453],"category_scores_gemma":[0.00001012952,0.0001345685,0.00002339661,0.00001898708,0.00002910323,0.0002320051,0.00001005287,0.0001710974,0.00006532233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000805739,"about_ca_system_score_gemma":0.00008953233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003188888,"about_ca_topic_score_gemma":0.00007929968,"domain_scores_codex":[0.9995682,0.000001748431,0.0001503864,0.0001019431,0.000075062,0.0001026703],"domain_scores_gemma":[0.9997801,0.00000214129,0.00003658301,0.0001341613,0.00002656063,0.00002041605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002375317,0.00004449271,0.00009373612,0.002748559,0.00004960266,0.00003526308,0.001151181,0.09519496,0.0003928624,0.03133535,0.4021205,0.4668097],"study_design_scores_gemma":[0.0002174327,0.00001115827,0.00003357906,0.0004899718,0.000008166479,0.000003039718,0.000008103438,0.2956495,0.0006228912,0.001304805,0.7011815,0.0004698342],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005350641,0.000837296,0.005255951,0.00002362432,0.0001007962,0.00007745014,0.000003935556,0.0002658126,0.9934298],"genre_scores_gemma":[0.003958263,0.0002293211,0.0008842156,0.00004401573,0.0001073172,0.00002043729,0.00008294632,0.00005723553,0.9946163],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4663399,"threshold_uncertainty_score":0.5487545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112143986176903,"score_gpt":0.217845382181146,"score_spread":0.2066309835634557,"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."}}