{"id":"W4317241418","doi":"10.1016/j.biteb.2023.101336","title":"Closed loop bioeconomy opportunities through the integration of microalgae cultivation with anaerobic digestion: A critical review","year":2023,"lang":"en","type":"review","venue":"Bioresource Technology Reports","topic":"Algal biology and biofuel production","field":"Energy","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Reuse; Anaerobic digestion; Biogas; Sustainability; Bioproducts; Circular economy; Bioenergy; Business; Agriculture; Manure; Environmental science; Natural resource economics; Biotechnology; Waste management; Biofuel; Engineering; Agronomy; Ecology; Economics; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006734406,0.0005575272,0.001599331,0.0003754883,0.0002418496,0.00002070211,0.000377992,0.001231927,0.00007503571],"category_scores_gemma":[0.0008677111,0.0003170476,0.0003202782,0.00121899,0.001821347,0.0001136469,0.0001527833,0.0007830659,0.00004736709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001115558,"about_ca_system_score_gemma":0.0002733542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001421136,"about_ca_topic_score_gemma":0.00004939355,"domain_scores_codex":[0.996807,0.0002698444,0.001549443,0.0008254866,0.0001847686,0.0003633941],"domain_scores_gemma":[0.9966244,0.0002056895,0.00156264,0.001252028,0.0003164031,0.00003880089],"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":[0.00002207918,0.0001107369,0.00004713462,0.01911089,0.0005309341,0.0004761478,0.00006681485,7.389069e-7,0.00005632031,0.0226032,0.004101717,0.9528733],"study_design_scores_gemma":[0.00005582593,0.0001934625,0.000009245072,0.02273759,0.001068368,0.002530818,0.0002080923,4.216928e-7,0.0001834205,0.00157299,0.9710619,0.0003778461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001878051,0.9934186,0.00009500132,0.00341076,0.0003114923,0.001280794,0.00001818778,0.0006158328,0.0006614838],"genre_scores_gemma":[0.0002892281,0.9964367,0.0003941089,0.0001476425,0.0001844065,0.0005111791,0.0007681058,0.00007057231,0.001198023],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9669602,"threshold_uncertainty_score":0.9999282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1164261846340222,"score_gpt":0.3337360461295646,"score_spread":0.2173098614955424,"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."}}