{"id":"W2033782999","doi":"10.1016/j.watres.2007.08.003","title":"Evaluation of molecular methods used for establishing the interactions and functions of microorganisms in anaerobic bioreactors","year":2007,"lang":"en","type":"review","venue":"Water Research","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":151,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Bioreactor; Metagenomics; Biochemical engineering; Computational biology; Biology; Ribosomal RNA; Microorganism; Biotechnology; Gene; Bacteria; Engineering; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009834747,0.0001557642,0.0004242895,0.000356436,0.00009565163,0.00003949982,0.0002582651,0.0001084569,0.000233249],"category_scores_gemma":[0.0001451499,0.00008372866,0.0001487231,0.0005276979,0.000253384,0.00013107,0.0002433479,0.0002856525,0.00001441753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003193506,"about_ca_system_score_gemma":0.0000526177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008291791,"about_ca_topic_score_gemma":0.0003025198,"domain_scores_codex":[0.9969603,0.001343443,0.0004204059,0.0002998492,0.0006542847,0.0003217134],"domain_scores_gemma":[0.999114,0.0003537255,0.00009102652,0.0003136717,0.00008240098,0.00004521003],"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":[0.00001122479,0.0001327384,0.00008531984,0.0006160263,0.0001450511,0.000001988746,0.0008602204,0.0000142438,0.1792005,0.000008541745,0.00006327699,0.8188608],"study_design_scores_gemma":[0.0009345969,0.0002844399,0.0001145262,0.001515863,0.001479115,0.00002819191,0.0006672578,0.0001918979,0.4815551,0.0008990259,0.5119845,0.0003455029],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2683661,0.7257638,0.0007308148,0.00008011502,0.0001940999,0.00447295,0.00005726179,0.00001137176,0.0003234746],"genre_scores_gemma":[0.05227825,0.8726614,0.07027994,0.00001231897,0.0001561902,0.001559262,0.0008618855,0.0002710848,0.001919736],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8185154,"threshold_uncertainty_score":0.3414356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2392211188074959,"score_gpt":0.4784780826276679,"score_spread":0.239256963820172,"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."}}