{"id":"W2081358598","doi":"10.1007/s12010-009-8615-y","title":"Session 11: Biorefining Technology Deployment and Demonstration","year":2009,"lang":"en","type":"article","venue":"Applied Biochemistry and Biotechnology","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Iogen Corporation","funders":"","keywords":"Biorefining; Session (web analytics); Software deployment; Biochemical engineering; Computer science; Engineering; Biofuel; World Wide Web; Software engineering; Waste management; Biorefinery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004124376,0.001554094,0.001367904,0.0008497135,0.004713723,0.002689133,0.001545605,0.00670683,0.07877099],"category_scores_gemma":[0.001745571,0.0006660561,0.001841883,0.0003447702,0.0005983528,0.001411673,0.004447364,0.004861778,0.03782031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001696571,"about_ca_system_score_gemma":0.005011827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003833348,"about_ca_topic_score_gemma":0.01044249,"domain_scores_codex":[0.9979951,0.0002460586,0.00005754734,0.000313099,0.0006069719,0.0007812101],"domain_scores_gemma":[0.9973789,0.0001618736,0.00007726088,0.0001533214,0.000811604,0.001417063],"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":[0.008864043,0.008306514,0.007190595,0.001510898,0.0001854627,0.002223338,0.002061273,0.005151217,0.1399079,0.004601937,0.614055,0.2059417],"study_design_scores_gemma":[0.000652448,0.00723447,0.02269379,0.0001740664,0.0001182696,0.0006340506,0.001389699,0.003825781,0.1065871,0.003987688,0.8525103,0.0001922585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2348721,0.003912782,0.1241643,0.04659515,0.04135576,0.02748786,0.01412538,0.01131506,0.4961717],"genre_scores_gemma":[0.1646989,0.0008118901,0.02144366,0.003878424,0.00345681,0.004363596,0.006296084,0.0006257964,0.7944248],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07877099,"threshold_uncertainty_score":0.2635152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003965260862697703,"score_gpt":0.1991016975986325,"score_spread":0.1951364367359348,"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."}}