{"id":"W2747308356","doi":"10.1016/s0713-2743(06)80090-5","title":"Biotechnological Processes","year":2006,"lang":"en","type":"book-chapter","venue":"Waste management series","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","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":[0.0002687984,0.001343821,0.0007133125,0.001404311,0.0009884062,0.002461242,0.001152927,0.00109542,0.03233686],"category_scores_gemma":[0.0002304276,0.0004441303,0.00063566,0.001857733,0.000764091,0.002006616,0.001388409,0.002180117,0.03541367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001029051,"about_ca_system_score_gemma":0.001042301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000775901,"about_ca_topic_score_gemma":0.001861127,"domain_scores_codex":[0.9995981,0.00002531514,0.00001714127,0.0000798788,0.0002499628,0.00002953293],"domain_scores_gemma":[0.999946,0.000009825854,0.000003795248,0.00001279917,0.00002306702,0.000004487258],"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":[0.00004751156,0.0002159859,0.0001146602,0.001414697,0.00001755949,0.0002478552,0.0003198633,0.001576171,0.09166036,0.223259,0.09658356,0.5845428],"study_design_scores_gemma":[0.000003469961,0.00002846059,0.00007624456,0.00009365407,0.000005674032,0.0001951991,0.00002978323,0.0003751728,0.03058751,0.01350265,0.9550946,0.000007539493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004060577,0.03358063,0.1020005,0.001382206,0.002447277,0.0003125081,0.0009135513,0.001066924,0.8542358],"genre_scores_gemma":[0.01149022,0.02689037,0.0364582,0.0009422155,0.0003006699,0.0002011603,0.001073909,0.0002559517,0.9223874],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03233686,"threshold_uncertainty_score":0.1081776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011555130411803,"score_gpt":0.1965235406671051,"score_spread":0.1849684102553021,"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."}}