{"id":"W7099274855","doi":"","title":"Carbon Balance and Management BioMed Central Commentary Improving GHG inventories by regional information exchange: a","year":2006,"lang":"en","type":"article","venue":"","topic":"Marine Invertebrate Physiology and Ecology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Greenhouse gas; Government (linguistics); Work (physics); Climate change; Information exchange; Quality (philosophy); Identification (biology); United Nations Framework Convention on Climate Change","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":[0.005492826,0.0008111796,0.001023677,0.002461274,0.001076103,0.004335578,0.002261609,0.005678202,0.1327353],"category_scores_gemma":[0.01435201,0.0003574169,0.0003905013,0.003362505,0.001325508,0.002377982,0.001922506,0.002370973,0.03332205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003009453,"about_ca_system_score_gemma":0.007729165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006431585,"about_ca_topic_score_gemma":0.007882612,"domain_scores_codex":[0.9978249,0.0005194402,0.0002084747,0.0002409658,0.001039223,0.0001668937],"domain_scores_gemma":[0.9899449,0.002249916,0.0007075804,0.0009674559,0.005176934,0.0009532556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005311259,0.00001826588,0.000196031,0.0005719755,0.00001439549,0.0000679916,0.00006071122,0.0002705387,0.0003104362,0.009020546,0.9065924,0.08282351],"study_design_scores_gemma":[0.0000208779,0.00001893274,0.0006221186,0.0003826214,0.00001138035,0.00005404063,0.00005244145,0.0003267055,0.0003079626,0.006987485,0.9912049,0.00001049334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001593152,0.05663976,0.01006955,0.5038945,0.14072,0.0003235341,0.00762284,0.001320215,0.2778165],"genre_scores_gemma":[0.06846462,0.06480093,0.01852926,0.1041021,0.2427524,0.0005323548,0.008310485,0.0008828538,0.491625],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1327353,"threshold_uncertainty_score":0.4440438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004191426854177392,"score_gpt":0.1618129815732941,"score_spread":0.1576215547191167,"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."}}