{"id":"W4413453035","doi":"10.1016/j.coesh.2025.100662","title":"Microalgae-based treatment for wastewater management and valorization","year":2025,"lang":"en","type":"article","venue":"Current Opinion in Environmental Science & Health","topic":"Algal biology and biofuel production","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Science and Engineering Research Board; Department of Science and Technology, Ministry of Science and Technology, India; Dr B R Ambedkar National Institute of Technology Jalandhar; National Institute of Technology Srinagar","keywords":"Valorisation; Wastewater; Sewage treatment; Environmental science; Waste management; Environmental engineering; Engineering","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":[0.0001906517,0.0004035962,0.0003818943,0.0002839816,0.0001987987,0.0009011655,0.0004296901,0.0007730334,0.002351997],"category_scores_gemma":[0.0001365091,0.0001179064,0.000491393,0.0002835414,0.0004180885,0.0005592628,0.0006784956,0.0009121781,0.001090261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004405198,"about_ca_system_score_gemma":0.000287027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007632948,"about_ca_topic_score_gemma":0.00173992,"domain_scores_codex":[0.9998292,0.00001470878,0.000006022809,0.00003781851,0.00008420432,0.00002800961],"domain_scores_gemma":[0.9999614,0.000008342166,0.000007580627,0.000003013016,0.0000122846,0.000007355689],"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":[0.000107445,0.0000696394,0.0003918126,0.0007415508,0.00004969429,0.0001085169,0.00003424058,0.0003971076,0.9153187,0.002082319,0.002042415,0.07865655],"study_design_scores_gemma":[0.0000224077,0.0003507544,0.002831907,0.0001421352,0.00009006762,0.0002621768,0.0002128381,0.002258418,0.8422645,0.002314739,0.1492279,0.00002206276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3596197,0.5099053,0.06507969,0.009124189,0.004948304,0.0001122895,0.0005583124,0.0004024775,0.05024973],"genre_scores_gemma":[0.7634094,0.1988155,0.01308591,0.001489527,0.0004715653,0.00004802334,0.0002834635,0.00006516485,0.02233139],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002351997,"threshold_uncertainty_score":0.00786823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0311434562760707,"score_gpt":0.3164445403721329,"score_spread":0.2853010840960622,"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."}}