{"id":"W4361215297","doi":"10.1088/2515-7620/acc834","title":"Assessing capacity to deploy direct air capture technology at the country level – an expert and information entropy comparative analysis","year":2023,"lang":"en","type":"article","venue":"Environmental Research Communications","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shanghai Jiao Tong University; National Natural Science Foundation of China","keywords":"Weighting; Climate change; Environmental economics; Software deployment; Climate change mitigation; China; Computer science; Environmental science; Business; Economics; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004971977,0.0001387325,0.0001892489,0.0007426239,0.000432146,0.0001087189,0.0008972875,0.0001347985,0.00001873535],"category_scores_gemma":[0.0001471594,0.0001184668,0.00003877382,0.001942939,0.0008503472,0.000698444,0.001243668,0.000613125,0.0001409909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000610224,"about_ca_system_score_gemma":0.00001035316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001378779,"about_ca_topic_score_gemma":0.0009924321,"domain_scores_codex":[0.9987121,0.0001774731,0.0002022388,0.0001630973,0.0004059512,0.0003391511],"domain_scores_gemma":[0.9977933,0.0004048375,0.0000294006,0.001662617,0.00002424674,0.00008560388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006300439,0.0004098634,0.0431206,0.00007062495,0.002517927,0.00001330432,0.0584798,0.09680614,0.7223264,0.01863452,0.02785329,0.02970451],"study_design_scores_gemma":[0.0006166549,0.0001228374,0.4916593,0.00005169976,0.0001635204,0.00002332507,0.09599473,0.1374785,0.0564574,0.001114328,0.2154139,0.000903833],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918137,0.001074049,0.0003670104,0.003521431,0.00002278484,0.0004470558,0.0001379787,0.001006014,0.001609938],"genre_scores_gemma":[0.9967051,0.001279069,0.001413562,0.00007387739,0.00000674588,0.0003290263,0.0001419607,0.00001679222,0.00003386448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.665869,"threshold_uncertainty_score":0.4830938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058212801248042,"score_gpt":0.3618857033519444,"score_spread":0.2560644232271402,"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."}}