{"id":"W3206475850","doi":"10.1016/j.scitotenv.2021.150996","title":"Identifying chemolithotrophic and pathogenic-related gene expression within suspended sediment flocs in freshwater environments: A metatranscriptomic assessment","year":2021,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada; University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tributary; Water quality; Ecology; Sediment; Biology; Freshwater ecosystem; Ecosystem; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000301904,0.0003327556,0.0002542768,0.0007672053,0.0002485598,0.0005232759,0.0001318659,0.0003241783,0.000395628],"category_scores_gemma":[0.0003370261,0.0001332311,0.0003388408,0.0005145376,0.0002140083,0.0002831039,0.0003173042,0.0002353296,0.0001179653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001812055,"about_ca_system_score_gemma":0.0002842639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365953,"about_ca_topic_score_gemma":0.002849343,"domain_scores_codex":[0.999845,0.00001667576,0.00001184851,0.00004797843,0.0000504208,0.00002810408],"domain_scores_gemma":[0.9998456,0.0000317701,0.0000378732,0.000008709068,0.00005053014,0.00002547322],"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":[0.0001128945,0.00002530166,0.01159397,0.00004376048,0.00001694297,0.0000258411,0.0001168539,0.0001149242,0.9847003,0.00004125704,0.00001049992,0.003197485],"study_design_scores_gemma":[0.00001717358,0.001128194,0.5230856,0.00004383174,0.0002426265,0.0003464647,0.001404518,0.006272622,0.4654707,0.0003579758,0.001593864,0.00003642803],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973313,0.000173262,0.001523821,0.00001687751,0.000005034386,0.00001983803,0.0006491484,0.00000872883,0.000272027],"genre_scores_gemma":[0.9931508,0.0003264444,0.004392354,0.00004092775,0.00001108349,0.00004101727,0.001100078,0.000008234022,0.0009289231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001365953,"threshold_uncertainty_score":0.002716005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144119436379747,"score_gpt":0.2252645310423186,"score_spread":0.2138233366785212,"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."}}