{"id":"W7132953534","doi":"","title":"The Characterization of Ammonia Sources in Forested, Urban and Agricultural Areas","year":2019,"lang":"","type":"dissertation","venue":"TSpace","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flux (metallurgy); Pollution; Soil water; TRACER; Trace gas; Agriculture; Air pollution; Ammonia; Aerosol","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001018933,0.0001208583,0.0001072319,0.0005078858,0.0003081873,0.0002662468,0.000178169,0.0001192448,0.0004261049],"category_scores_gemma":[0.00009145867,0.00008290805,0.00006712937,0.0005148562,0.0001252945,0.0001652171,0.0001224639,0.0000568024,0.00009558885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000363923,"about_ca_system_score_gemma":0.0002174345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04188139,"about_ca_topic_score_gemma":0.1289237,"domain_scores_codex":[0.9999369,0.000006529162,0.000003572046,0.00002200522,0.00001283685,0.00001806473],"domain_scores_gemma":[0.9999237,0.00001016637,0.00001948549,0.000003260674,0.00002875704,0.00001469558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001942512,0.00005721081,0.9423435,0.00003756355,0.00003031992,0.0001807622,0.0002507001,0.0008635079,0.04903612,0.00003990878,0.00007564023,0.006890479],"study_design_scores_gemma":[0.00000260561,0.00002238159,0.9968405,0.00000160789,0.000004423028,0.0000417359,0.0001137788,0.000880089,0.001932588,0.000008698937,0.0001502638,0.000001527039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992849,0.00003738109,0.00009841225,0.000002780875,3.079521e-7,0.00000425496,0.000151952,0.000002655866,0.0004172541],"genre_scores_gemma":[0.998751,0.00005039825,0.0003576413,0.000006449905,0.000002038536,0.000009578672,0.0004493738,0.000002247624,0.0003712075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04188139,"threshold_uncertainty_score":0.0832752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009406550293754758,"score_gpt":0.2366404459507644,"score_spread":0.2272338956570096,"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."}}