{"id":"W4382981940","doi":"10.1029/2023gb007759","title":"Remote Sensing Soil Freeze‐Thaw Status and North American N <sub>2</sub> O Emissions From a Regional Inversion","year":2023,"lang":"en","type":"article","venue":"Global Biogeochemical Cycles","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Growing season; Nitrous oxide; Fertilizer; Atmospheric sciences; Inversion (geology); Nitrogen; Seasonality; Annual cycle; Climatology; Agronomy; Hydrology (agriculture); Ecology; Chemistry; Geology; Biology","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":[0.0002638069,0.0002222546,0.0001295883,0.0003343541,0.0001925843,0.0002278668,0.0001861487,0.0001542667,0.0005433006],"category_scores_gemma":[0.0003696835,0.0001148986,0.0003252283,0.0004775503,0.0001220937,0.000224273,0.0001779663,0.0001896547,0.00008896421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004993287,"about_ca_system_score_gemma":0.000560962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1540747,"about_ca_topic_score_gemma":0.2508648,"domain_scores_codex":[0.9999334,0.000009832236,0.00000338154,0.00002295632,0.00001311843,0.00001735288],"domain_scores_gemma":[0.9998822,0.00001783885,0.00002669233,0.00001360617,0.00004495094,0.00001468062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005460941,0.0001629637,0.8682336,0.00004456794,0.0002551751,0.0001458083,0.0001544882,0.08251525,0.02015855,0.0003395234,0.002585841,0.02485812],"study_design_scores_gemma":[0.00005253959,0.00003893293,0.8933964,0.000009089371,0.00007502973,0.00003404601,0.0001378493,0.1014541,0.002935653,0.0001331407,0.001710568,0.00002282646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997809,0.00001960691,0.0003746705,0.0000247284,0.000003169466,0.000003299504,0.001162105,0.00004467101,0.0005586769],"genre_scores_gemma":[0.9972535,0.0000182313,0.0005270655,0.000008505991,0.000002880547,0.000003302904,0.002062949,0.00000482823,0.0001189192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1540747,"threshold_uncertainty_score":0.3063558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02905539721347188,"score_gpt":0.2360424683613817,"score_spread":0.2069870711479098,"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."}}