{"id":"W1964917952","doi":"10.1016/j.biortech.2012.10.069","title":"Impact of worm predation on pseudo-steady-state of the circulating fluidized bed biofilm reactor","year":2012,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Steady state (chemistry); Fluidized bed; Predation; Biofilm; Environmental science; Waste management; Chemistry; Biology; Ecology; Environmental engineering; Bacteria; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001918528,0.0001918449,0.0002976021,0.0003277027,0.00003716183,0.000004808826,0.0003096744,0.0002417971,0.00002459991],"category_scores_gemma":[0.0001200619,0.0001371489,0.0001822367,0.00066676,0.0001511187,0.00005770132,0.00006727879,0.0002295013,0.00001455681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000084812,"about_ca_system_score_gemma":0.00001595987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002500185,"about_ca_topic_score_gemma":0.000001855017,"domain_scores_codex":[0.9989247,0.00003353666,0.0003720472,0.0001325622,0.0001673862,0.0003697981],"domain_scores_gemma":[0.9991425,0.00004972449,0.0001268459,0.0005860049,0.00004631859,0.00004866272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002377035,0.00005532136,0.03780691,0.00003204341,0.00007199498,3.713685e-7,0.0003035587,0.00006840571,0.9541423,0.000277625,0.00009786978,0.007119798],"study_design_scores_gemma":[0.0006273842,0.0001194247,0.02436253,0.00007024984,0.00003895307,0.00001272886,0.00005686344,0.001432217,0.9727183,0.0001220155,0.0002623599,0.0001769511],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983386,0.0003534167,0.0001576241,0.00003759044,0.0001446831,0.0002635394,0.00003398498,0.000334831,0.0003357562],"genre_scores_gemma":[0.9995332,0.00001596115,0.0003425092,0.000004966877,0.00003573613,0.00001387756,0.00000878307,0.00003928738,0.000005647616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01857599,"threshold_uncertainty_score":0.5592769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112488556398066,"score_gpt":0.230128726439656,"score_spread":0.2190038408756754,"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."}}