{"id":"W2113213572","doi":"10.1002/0471263397.env307","title":"Microbial Flocs Suspended Biofilms","year":2003,"lang":"en","type":"other","venue":"Encyclopedia of Environmental Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Biofilm; Chemistry; Chemical engineering; Geology; Bacteria; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001865924,0.0006457221,0.000894915,0.0001574023,0.0001104009,0.000004095449,0.0008914024,0.001271771,0.4080329],"category_scores_gemma":[0.00002028599,0.0006536765,0.000253035,0.000135423,0.001857713,0.00004238789,0.0007841798,0.0006811564,0.007856936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001770399,"about_ca_system_score_gemma":0.0000253675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003433033,"about_ca_topic_score_gemma":0.001126072,"domain_scores_codex":[0.9973096,0.0005573875,0.0005776948,0.0007726535,0.00007334036,0.0007093637],"domain_scores_gemma":[0.9983448,0.00009329227,0.000545645,0.0008882582,0.000001460693,0.0001265475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002820337,0.0002955159,0.001027175,0.00001776452,0.00007940573,0.000009506646,0.00005259088,0.000003597863,0.3553625,0.00003837546,0.6426859,0.0003995051],"study_design_scores_gemma":[0.0006351126,0.0002252761,0.0005791945,0.00002182529,0.00007198427,0.00009642444,0.00003696582,2.36787e-7,0.004144121,0.0001014867,0.993468,0.0006193421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01929108,0.0006843382,0.000007831477,0.00004363561,0.001388134,0.0006663958,0.001217907,0.00008537214,0.9766153],"genre_scores_gemma":[0.01757578,0.003847268,0.002573309,0.0007000146,0.0002403276,0.00003645194,0.002462773,0.0006359103,0.9719282],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.400176,"threshold_uncertainty_score":0.9995915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004009346039571237,"score_gpt":0.1884739913489856,"score_spread":0.1844646453094144,"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."}}