{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003623263,0.0002594965,0.000151693,0.0003207071,0.0001532787,0.0002629927,0.0003347991,0.0002661481,0.0003617956],"category_scores_gemma":[0.001212965,0.0002240493,0.0002143628,0.0002869501,0.000212137,0.000408036,0.0003247075,0.0003701233,0.00007330746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003549126,"about_ca_system_score_gemma":0.0008568598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007657058,"about_ca_topic_score_gemma":0.008911042,"domain_scores_codex":[0.999929,0.00002039344,0.000004227028,0.00001678322,0.00002006662,0.000009609725],"domain_scores_gemma":[0.9998074,0.00009264499,0.00002533015,0.00002423214,0.00003994416,0.00001040007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001245004,0.0001342909,0.01312791,0.00005160621,0.00007811502,0.00006771364,0.00009312696,0.7876496,0.1135337,0.004628315,0.0001957361,0.08031537],"study_design_scores_gemma":[0.000007630647,0.000009132715,0.001406639,0.000001403032,0.000003642647,0.00001067469,0.000005921223,0.9938399,0.004039458,0.0005564962,0.0001134813,0.000005732323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3655551,0.00006336738,0.6326933,0.00009194137,0.000008956722,0.00003042976,0.0001864988,0.0002714157,0.001098995],"genre_scores_gemma":[0.8934435,0.00003875221,0.1061364,0.00001698574,0.000005215667,0.00002790243,0.0001309015,0.00002030071,0.0001799855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007657058,"threshold_uncertainty_score":0.01522499,"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."}}