{"id":"W4389489395","doi":"10.1007/s11356-023-31206-z","title":"Carbon metabolism in “production-living-ecological” space in urban agglomeration based on land use change","year":2023,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"National Natural Science Foundation of China","keywords":"Ecology; Carbon fibers; Primary production; Environmental science; Biology; Mathematics; Ecosystem","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001786216,0.0001754184,0.0001696527,0.0007046094,0.0003452228,0.0007752754,0.0003571587,0.0003298649,0.003183482],"category_scores_gemma":[0.0004749374,0.0001347302,0.000415183,0.0009137958,0.0006817868,0.0005339712,0.0005510345,0.0001776562,0.000274951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001248213,"about_ca_system_score_gemma":0.0003503953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02850977,"about_ca_topic_score_gemma":0.03879177,"domain_scores_codex":[0.9999017,0.00002227782,0.000004475579,0.00002517464,0.00000897627,0.00003740523],"domain_scores_gemma":[0.999731,0.00007340531,0.00004066674,0.0000182645,0.00004496438,0.00009179304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002278399,0.0001669757,0.938398,0.00005585375,0.0002812251,0.000546528,0.001864995,0.01055491,0.03239888,0.004582598,0.0004051526,0.008466479],"study_design_scores_gemma":[0.000004356437,0.00004255903,0.9923322,0.000002657828,0.00002118842,0.00006344543,0.0008628719,0.005179385,0.0006823835,0.0006109771,0.0001911745,0.000006841484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993824,0.00002956203,0.00009483506,0.00002402975,0.000001030459,0.000001702376,0.00007954529,0.000002090682,0.0003846899],"genre_scores_gemma":[0.9997709,0.000008853242,0.0000342949,0.000002897201,4.906748e-7,0.000001363006,0.00005999285,0.000001320162,0.0001199374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02850977,"threshold_uncertainty_score":0.05668765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05710509595691568,"score_gpt":0.3017447451194377,"score_spread":0.244639649162522,"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."}}