{"id":"W4280593527","doi":"10.3390/applmicrobiol2020025","title":"Response of Prokaryotic Communities to Freshwater Salinization","year":2022,"lang":"en","type":"article","venue":"Applied Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Betaproteobacteria; Alphaproteobacteria; Salinity; Dominance (genetics); Actinobacteria; Mesocosm; Soil salinity; Abiotic component; Abundance (ecology); Gammaproteobacteria; Sodium; Chloride; Biology; Ecology; Relative species abundance; Estuary; Environmental chemistry; Animal science; Chemistry; Ecosystem; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000581259,0.00009779814,0.0001894811,0.00006201908,0.0003397288,0.00000200889,0.000494544,0.00006689183,0.0211566],"category_scores_gemma":[0.00001207632,0.000100295,0.00002929187,0.0001962549,0.0002988731,0.00001595987,0.001289295,0.0002384162,0.0003970753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007900804,"about_ca_system_score_gemma":0.00001485809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002652135,"about_ca_topic_score_gemma":0.001218501,"domain_scores_codex":[0.9986334,0.0007754195,0.0002106296,0.0001351544,0.00002622967,0.0002191528],"domain_scores_gemma":[0.9992828,0.0002422896,0.00007870372,0.0003613269,0.000006175147,0.00002874861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008918814,0.0001061169,0.001966103,0.000002761523,0.00001132877,6.659697e-7,0.002873003,0.00317314,0.969578,0.0004091428,0.02089649,0.00009134777],"study_design_scores_gemma":[0.001534753,0.002015118,0.02138184,0.000004860204,0.00003605722,0.0001241655,0.004124193,0.00004063399,0.2215768,0.003314705,0.745178,0.000668953],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975089,0.000005898395,0.00008301394,0.0004050409,0.0001211962,0.0003020403,0.0001050507,0.00002532593,0.001443495],"genre_scores_gemma":[0.9954888,0.000001213595,0.000764787,0.003000706,0.000005864671,0.00007380302,0.0003351704,0.00001106602,0.0003185541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7480013,"threshold_uncertainty_score":0.9797382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009528834536578356,"score_gpt":0.2075818055162143,"score_spread":0.198052970979636,"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."}}