{"id":"W4414398935","doi":"10.1016/j.enconman.2025.120544","title":"Amine free direct air capture integrated with buildings’ cooling systems in humid environments","year":2025,"lang":"en","type":"article","venue":"Energy Conversion and Management","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Qatar National Library; Qatar National Research Fund; Hamad Bin Khalifa University; Qatar Foundation","keywords":"Water cooling; Amine gas treating; Air cooling; Free cooling; Evaporative cooler; Active cooling","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006292917,0.0001730506,0.000190142,0.000326811,0.00001777374,0.00002112431,0.0001706661,0.00008659759,0.000006240766],"category_scores_gemma":[0.000005519572,0.00014942,0.00001941114,0.0002797107,0.00004520015,0.00005537975,0.0001695616,0.0001068154,0.000001384749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001608435,"about_ca_system_score_gemma":0.000002737377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003175848,"about_ca_topic_score_gemma":0.00009437686,"domain_scores_codex":[0.999334,0.00001211337,0.0001400676,0.0002226537,0.0001105281,0.0001805963],"domain_scores_gemma":[0.999648,0.00001658962,0.00002167199,0.0002795869,0.000005626448,0.00002849308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004948156,0.0002520519,0.004886543,0.002998741,0.00234269,0.001388246,0.0006490962,0.6582608,0.02319974,0.1360008,0.132681,0.03684554],"study_design_scores_gemma":[0.002992724,0.00005101187,0.003031918,0.0008299061,0.0001237348,0.000005354952,0.00298703,0.03854605,0.01556301,0.00008283981,0.9352142,0.0005722719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7491961,0.02999812,0.0640416,0.001276793,0.002965105,0.001636381,0.0000305634,0.004132161,0.1467232],"genre_scores_gemma":[0.994938,0.001544539,0.000286157,0.0001354153,0.000006286995,0.00004482208,0.00001133516,0.00001614541,0.003017281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8025331,"threshold_uncertainty_score":0.6093171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00255617590832243,"score_gpt":0.1556225149589118,"score_spread":0.1530663390505894,"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."}}