{"id":"W4396579323","doi":"10.1007/978-3-031-55594-7_5","title":"Microbial Interactions for Wastewater Treatment Focusing on Microalgae-Based Systems","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Wastewater; Sewage treatment; Biochemical engineering; Biology; Pulp and paper industry; Environmental science; Biotechnology; 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":[0.0001080239,0.0007572421,0.0005662212,0.0003689132,0.0003864428,0.001319317,0.0006320495,0.0008452765,0.01538233],"category_scores_gemma":[0.00007625496,0.0002300005,0.0004332235,0.0007829496,0.0002820537,0.001177212,0.0009941136,0.001193561,0.007212703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004602278,"about_ca_system_score_gemma":0.0002637312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004261146,"about_ca_topic_score_gemma":0.001421994,"domain_scores_codex":[0.9999045,0.000009234326,0.000002702611,0.00001492302,0.00005780874,0.00001071423],"domain_scores_gemma":[0.9999763,0.00001111091,0.000002168005,0.000001885046,0.000005361485,0.000003193305],"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":[0.00008573307,0.0002284511,0.0001389607,0.002931151,0.00003215178,0.0004263375,0.0003845362,0.001917157,0.2519116,0.05730641,0.06542145,0.619216],"study_design_scores_gemma":[0.000006438941,0.0001008962,0.0004917505,0.0004381732,0.00001947545,0.0007391983,0.0001538865,0.001362501,0.03990063,0.02110415,0.9356628,0.00002003404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01090307,0.6313647,0.0383357,0.002272926,0.003941613,0.0001019973,0.0002853584,0.0004194005,0.3123752],"genre_scores_gemma":[0.03477097,0.2519907,0.03079143,0.001343702,0.00100442,0.0001750232,0.0004883349,0.0002428217,0.6791927],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01538233,"threshold_uncertainty_score":0.05145901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03198556729753008,"score_gpt":0.2533366098131185,"score_spread":0.2213510425155884,"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."}}