{"id":"W4391324552","doi":"10.3390/w16030426","title":"Differential Impacts of Road De-icers on Freshwater Bacterial Communities","year":2024,"lang":"en","type":"article","venue":"Water","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Mesocosm; Brine; Salinity; Amplicon sequencing; Ecology; Environmental science; Biology; Environmental chemistry; Chemistry; Ecosystem; Bacteria","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":[0.0002978539,0.0003112205,0.0003020756,0.0001699236,0.000255174,0.0006119031,0.0001869495,0.0003132856,0.001089132],"category_scores_gemma":[0.0004312357,0.0001228888,0.0003274912,0.0002076351,0.0002824959,0.0004378335,0.0005720974,0.0003745954,0.0002378327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003385925,"about_ca_system_score_gemma":0.0003343554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003160786,"about_ca_topic_score_gemma":0.006662112,"domain_scores_codex":[0.9994722,0.0000824439,0.00004695792,0.0001239764,0.0001579315,0.0001165141],"domain_scores_gemma":[0.9997641,0.00003788669,0.0000594862,0.00001824736,0.00007820282,0.00004211583],"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":[0.0003391354,0.00005957245,0.01446611,0.00007110862,0.00001606438,0.00006849976,0.0002052587,0.0001956066,0.9808715,0.00004564356,0.00003900078,0.003622673],"study_design_scores_gemma":[0.00001242842,0.002210534,0.2795579,0.00002140482,0.00005241235,0.000119555,0.001428151,0.001056162,0.7129467,0.00008429872,0.002484662,0.00002580213],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989616,0.00005495653,0.0001802973,0.00001730909,0.000004505629,0.00001398478,0.0001632835,0.00000321414,0.0006008809],"genre_scores_gemma":[0.9965259,0.0001659053,0.001136138,0.00006372372,0.00000425576,0.00003662009,0.0004796875,0.000006906962,0.001580863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003160786,"threshold_uncertainty_score":0.006284773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00872427104056099,"score_gpt":0.2136404615940861,"score_spread":0.2049161905535251,"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."}}