{"id":"W7057034500","doi":"","title":"Impacts Of Seismic Line Restoration Techniques On Nutrient Biogeochemical Processes In A Boreal Fen","year":2021,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peat; Boreal; Biogeochemical cycle; Nutrient; Mineralization (soil science); Ecosystem; Nutrient cycle; Disturbance (geology)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006254335,0.0001362103,0.000256921,0.0001784493,0.00003753571,0.000007794762,0.0001258249,0.00008757771,0.00005141367],"category_scores_gemma":[0.000005222425,0.0001529256,0.0000576685,0.000295875,0.00002768331,0.0001241823,0.00002148389,0.0001460273,0.000003861208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004232848,"about_ca_system_score_gemma":0.000198699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01830381,"about_ca_topic_score_gemma":0.006756537,"domain_scores_codex":[0.9993674,0.00001907554,0.0001299005,0.0001827989,0.0001569091,0.0001439241],"domain_scores_gemma":[0.9994531,0.00001689235,0.0002045365,0.0001265174,0.000159062,0.00003986665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003883281,0.002015255,0.4102876,0.003910142,0.0004232199,0.00005083476,0.2976783,0.00009811452,0.2515323,0.0005399956,0.002007125,0.02757382],"study_design_scores_gemma":[0.0004448585,0.0001198647,0.01604818,0.0007187819,0.0000320977,1.455977e-7,0.01750876,0.0001337573,0.9644176,0.0001782747,0.0002007094,0.0001969203],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991909,0.0000343378,0.000006377633,0.00008314009,0.00003987077,0.0001628407,0.00006616102,0.0000147336,0.0004016818],"genre_scores_gemma":[0.9934008,0.00004547212,0.0002919657,0.000002521092,0.00003222161,0.000001212448,0.001716156,0.000008825613,0.004500846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7128853,"threshold_uncertainty_score":0.9882334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008915913962919717,"score_gpt":0.219993394832999,"score_spread":0.2110774808700793,"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."}}