{"id":"W6999676528","doi":"","title":"Design Methodology for Integrated Downstream Separation Systems in an Ethanol Biorefinery","year":2014,"lang":"fr","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nucleofection; Diafiltration; Limiting; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004207007,0.0008919788,0.0004347192,0.0004202927,0.0006060523,0.0009460394,0.0009788097,0.0006970054,0.004045494],"category_scores_gemma":[0.0003178598,0.0004264649,0.000589302,0.0002488213,0.000259962,0.0004157636,0.0006196626,0.0006032343,0.00154417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000747396,"about_ca_system_score_gemma":0.001308424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001735453,"about_ca_topic_score_gemma":0.004216443,"domain_scores_codex":[0.9995542,0.00003976573,0.00001849769,0.0001023544,0.000240632,0.00004458642],"domain_scores_gemma":[0.9998664,0.00001761543,0.0000244005,0.00001396314,0.00006648049,0.0000111462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001155066,0.0002916163,0.0004674989,0.0006096579,0.00005162155,0.0001653363,0.000108399,0.07951325,0.7876101,0.008999773,0.001266657,0.1208005],"study_design_scores_gemma":[0.0001046845,0.00118692,0.00100209,0.0000632102,0.0001163229,0.0001923638,0.00007830462,0.3870543,0.568435,0.004251952,0.0374711,0.0000437575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02118268,0.0002282735,0.969885,0.000073606,0.00004965539,0.0003210248,0.00009517715,0.0006650288,0.007499616],"genre_scores_gemma":[0.2898896,0.0004623494,0.6886822,0.0001039246,0.00002771219,0.0006540474,0.0002750973,0.0002083296,0.0196967],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004045494,"threshold_uncertainty_score":0.01353347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04898459395737865,"score_gpt":0.3087514881628531,"score_spread":0.2597668942054745,"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."}}