{"id":"W4389440741","doi":"10.2166/9781789063547_i","title":"Front-matter","year":2023,"lang":"en","type":"book-chapter","venue":"IWA Publishing eBooks","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Diego; Universidade Estadual Paulista; Universiteit Gent; Faculty of Science, Tanta University; Southern Federal University; Tanta University; Newcastle University; Universidade Federal de Lavras; Jiangsu University; Directorate for Biological Sciences; Lovely Professional University; University of Patras; University College Cork; Department of Biotechnology, Ministry of Science and Technology, India; Biotechnology Industry Research Assistance Council; Universidade Federal de Viçosa; University of Waterloo; Indian Institute of Technology Jodhpur; Auburn University; University of Galway; Università degli Studi di Napoli Federico II","keywords":"Bioproducts; Sewage treatment; Wastewater; Resource recovery; Resource (disambiguation); Engineering; Biofuel; Bioprocess; Biogas; Biochemical engineering; Waste management; Environmental science; Biotechnology; Computer science; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003451637,0.00118684,0.001064633,0.001346093,0.001256143,0.006543628,0.001323635,0.002374242,0.8782406],"category_scores_gemma":[0.001500677,0.0004315466,0.0007544952,0.001356135,0.0005082393,0.00372565,0.002622587,0.002134807,0.8940983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009139141,"about_ca_system_score_gemma":0.0007762667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001117427,"about_ca_topic_score_gemma":0.002058208,"domain_scores_codex":[0.9993472,0.00004252091,0.00003061548,0.0001851781,0.0003280879,0.0000663894],"domain_scores_gemma":[0.9993168,0.0001119948,0.00003260686,0.0001118272,0.0002667214,0.0001599578],"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":[0.0000298236,0.00004626683,0.0001512757,0.0002804426,0.000005275461,0.00009819866,0.00006779822,0.00006589987,0.0007482186,0.005180977,0.7674052,0.2259206],"study_design_scores_gemma":[0.000002190206,0.000005658807,0.0001093656,0.00006321553,8.170708e-7,0.00005610667,0.0000228807,0.00002189271,0.00007202831,0.0004519484,0.9991916,0.000002318044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002753744,0.001464769,0.0006494533,0.0009419637,0.002479753,0.00004895612,0.001215208,0.001013902,0.9919108],"genre_scores_gemma":[0.0004475709,0.0005495244,0.0002643429,0.0005333467,0.0002357389,0.00001657736,0.0006766974,0.000244671,0.9970315],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1217594,"threshold_uncertainty_score":0.1736749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03083903961091246,"score_gpt":0.2221949248762261,"score_spread":0.1913558852653137,"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."}}