{"id":"W4413267027","doi":"10.2139/ssrn.5381522","title":"Human-Centric Buildings for a Changing Climate. Introducing a New International Energy Agency Research Network","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Renewable Energy and Sustainability","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; Toronto Metropolitan University; Carleton University; University of Toronto","funders":"","keywords":"Agency (philosophy); Climate change; Architectural engineering; Energy (signal processing); Environmental resource management; Business; Political science; Environmental planning; Sociology; Environmental science; Engineering; Ecology; Social science","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01462418,0.0005583139,0.0007238526,0.001489042,0.002050542,0.0004432296,0.001867722,0.0006720397,0.0001658468],"category_scores_gemma":[0.0008494268,0.0005703163,0.0006581781,0.0011122,0.00008826025,0.0002150794,0.002326844,0.005801166,0.000003680089],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007401193,"about_ca_system_score_gemma":0.01008377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005648023,"about_ca_topic_score_gemma":0.004975381,"domain_scores_codex":[0.9863141,0.0006144574,0.001063154,0.001168869,0.0008694179,0.009969973],"domain_scores_gemma":[0.9970939,0.0003336805,0.0005166427,0.0007982352,0.001006438,0.0002511309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001964725,0.00007965923,0.0001550476,0.00009865825,0.0005847986,0.000008822842,0.0002742627,0.1980804,0.0000481447,0.7265174,0.001965383,0.07199087],"study_design_scores_gemma":[0.000993578,0.0001691253,0.00003321821,0.0003294891,0.00009480261,0.00006041092,0.0009704455,0.004039194,0.00009644116,0.887621,0.1051161,0.0004761707],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07325025,0.04757772,0.8173468,0.009658953,0.01506391,0.001714987,0.00004683669,0.0006045565,0.03473604],"genre_scores_gemma":[0.8293763,0.03272757,0.004054289,0.0003535063,0.02979293,0.0004146455,0.0003280342,0.0002157388,0.102737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8132924,"threshold_uncertainty_score":0.9996749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352685997305754,"score_gpt":0.3326237131913284,"score_spread":0.3090968532182709,"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."}}