{"id":"W4408425498","doi":"10.5194/egusphere-egu25-6848","title":"Co-benefits of efficient and climate friendly cooling in China","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Environmentally friendly; Climate change; Environmental science; Natural resource economics; Business; Climatology; Geography; Economics; Geology; Oceanography; Ecology; Biology","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":[0.0000918916,0.0001255844,0.0002121842,0.0002609774,0.00002179177,0.00002978944,0.0001065841,0.0001776612,0.0000222664],"category_scores_gemma":[0.00002450111,0.0001218457,0.00002789881,0.00009304515,0.00004381276,0.00001529205,0.0001212212,0.0002674087,0.000002173818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000268084,"about_ca_system_score_gemma":0.00001298855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002417589,"about_ca_topic_score_gemma":0.00002585692,"domain_scores_codex":[0.9994026,0.000006910513,0.0002465798,0.0001541818,0.00006583289,0.0001239263],"domain_scores_gemma":[0.9997239,0.00002437831,0.00003345441,0.0001887295,0.0000165333,0.00001301892],"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":[0.00000258507,0.0000115669,0.0009258257,0.0004373818,0.0000139052,9.652953e-7,0.0001386062,0.9688804,0.0001630176,0.02632308,0.0001784929,0.002924141],"study_design_scores_gemma":[0.0006022141,0.00003378176,0.05429301,0.001827184,0.00002198428,0.000002834729,0.0003472937,0.8784193,0.06215736,0.001246419,0.000459052,0.0005895435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714593,0.0007264469,0.004319925,0.00007881487,0.0002399031,0.0001942696,0.00009881124,0.0006499825,0.02223256],"genre_scores_gemma":[0.9967889,0.0006508637,0.002443292,0.000005916961,0.000006822407,0.00002069033,0.00003246685,0.000007002291,0.00004400242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09046112,"threshold_uncertainty_score":0.4968725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008215239319250387,"score_gpt":0.2402853597470251,"score_spread":0.2320701204277747,"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."}}