{"id":"W3044289658","doi":"10.1080/23311843.2020.1794702","title":"Evaluating phosphorous from vehicular emissions as a potential source of contamination to ground and surface water","year":2020,"lang":"en","type":"article","venue":"Sustainable Environment","topic":"Radioactive contamination and transfer","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Contamination; Environmental science; Environmental chemistry; Surface water; Groundwater; Water source; Environmental engineering; Chemistry; Water resource management; Geology; Geotechnical engineering; Ecology","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":[0.0002381342,0.0001568626,0.0001729978,0.00001686605,0.0001679061,0.00002999769,0.0001241793,0.00006102207,0.003467717],"category_scores_gemma":[0.00004343862,0.0001345502,0.0000449812,0.00007230749,0.0001058892,0.0001906847,0.0002133423,0.0001008403,0.0002221181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002638677,"about_ca_system_score_gemma":0.000009018113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001212262,"about_ca_topic_score_gemma":0.000003100752,"domain_scores_codex":[0.9985027,0.00009992209,0.0002203378,0.0004182653,0.0004570298,0.0003017884],"domain_scores_gemma":[0.9995199,0.00003445522,0.00004146716,0.0001562733,0.00001032192,0.0002375638],"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":[0.0002813776,0.0002592462,0.01177378,0.00004944804,0.00008868899,0.0001054311,0.01966659,0.1829662,0.7521173,0.0002008606,0.0002510439,0.03224005],"study_design_scores_gemma":[0.005013801,0.002223371,0.30253,0.00003930918,0.0003479971,0.00001373976,0.03322733,0.05615504,0.5056075,0.001355076,0.09222182,0.001265027],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779525,0.00008847873,0.01878096,0.001963941,0.00001872684,0.0005325421,0.000004063154,0.00001863392,0.0006401075],"genre_scores_gemma":[0.9958559,0.00002291899,0.0008433255,0.000477963,0.00001772723,0.00002009335,0.00001845873,0.00001980086,0.002723797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2907562,"threshold_uncertainty_score":0.9974433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009367739012344346,"score_gpt":0.2298114061675485,"score_spread":0.2204436671552042,"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."}}