{"id":"W2320208750","doi":"10.5194/bg-13-2111-2016","title":"An inversion approach for determining distribution of production and temperature sensitivity of soil respiration","year":2016,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Inversion (geology); Soil science; Q10; Environmental science; Atmospheric sciences; Geology; Geomorphology; Respiration","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002907419,0.00004586416,0.00006521428,0.00003617866,0.00004564007,0.000007965206,0.00002636879,0.0000485897,1.972198e-7],"category_scores_gemma":[0.0000961402,0.00002944524,0.00001279708,0.0001375475,0.00008932035,0.0002605898,0.000004512199,0.00001575911,4.851661e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008865213,"about_ca_system_score_gemma":0.000009936731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002818592,"about_ca_topic_score_gemma":0.00002016754,"domain_scores_codex":[0.9996359,0.00002079904,0.00008539449,0.0001161987,0.00007416047,0.00006755494],"domain_scores_gemma":[0.9998057,0.0000224085,0.00003202006,0.00006487942,0.00005516292,0.00001985129],"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":[0.00001087734,0.00001015331,0.007917246,0.00003865231,0.000001712921,4.481498e-8,0.00009094879,0.0003163824,0.9707026,0.00003332039,0.00004099305,0.02083701],"study_design_scores_gemma":[0.000110681,0.0001235875,0.04819639,0.00004922398,0.000007336555,0.000002480966,0.0001521885,0.09021877,0.8609905,0.00003401003,0.00003939596,0.00007545326],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928111,0.00003168574,0.006830186,0.00002316315,0.0001400542,0.00007704677,0.00004777667,0.00002801555,0.00001097329],"genre_scores_gemma":[0.9991434,0.00001704717,0.0007662067,0.000001649422,0.00004384447,0.000003350249,0.00001727562,0.000002282416,0.000004988981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1097122,"threshold_uncertainty_score":0.1200742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153432661159501,"score_gpt":0.2162593347035983,"score_spread":0.2009160685876482,"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."}}