{"id":"W2134505171","doi":"10.1128/aem.70.7.4326-4339.2004","title":"Microscale and Molecular Assessment of Impacts of Nickel, Nutrients, and Oxygen Level on Structure and Function of River Biofilm Communities","year":2004,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Victoria; Biotechnology Research Institute","funders":"","keywords":"Microscale chemistry; Nutrient; Biofilm; Nickel; Environmental science; Function (biology); Environmental chemistry; Ecology; Biology; Chemistry; Materials science; Bacteria; Metallurgy; Mathematics","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":[0.00003643897,0.0001273729,0.0001812062,0.00003296545,0.00005480536,0.000003665642,0.00003104474,0.00008697459,0.0000406278],"category_scores_gemma":[3.562738e-7,0.000105304,0.00001538326,0.00002486079,0.0008764255,0.00004190561,0.0001352315,0.00005368346,7.472013e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003591026,"about_ca_system_score_gemma":0.000002097253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003486371,"about_ca_topic_score_gemma":0.00002294113,"domain_scores_codex":[0.9995338,0.00002043683,0.0001436309,0.0001586566,0.00003568999,0.0001077362],"domain_scores_gemma":[0.9997618,0.00001513327,0.00009126819,0.00009364537,8.061302e-7,0.00003740971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004544618,0.0001067672,0.1614772,0.00002081469,0.00002692327,2.479755e-7,0.0003477625,0.00002677705,0.8370384,0.0001337575,0.000004365475,0.0007715025],"study_design_scores_gemma":[0.001255317,0.0004144728,0.5808362,0.00001113738,0.00003937603,0.0000135381,0.0003575276,0.000002186256,0.4163386,0.0005974593,0.000051917,0.00008229568],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992706,0.0001818799,0.00005475877,0.00001628236,0.00001524895,0.000169456,0.0001919661,0.000002830453,0.00009704557],"genre_scores_gemma":[0.9989427,0.0003101442,0.0005592192,0.00004717868,0.000002324159,0.000002731174,0.0001230397,0.000006354051,0.000006336115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4206998,"threshold_uncertainty_score":0.4294173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005631252862497656,"score_gpt":0.1891151587303451,"score_spread":0.1834839058678474,"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."}}