{"id":"W4413958166","doi":"10.70176/3007-973x.1039","title":"The Physiological Impacts of Nano-Ceramic Window Films in Hot-Climate Architecture: Theoretical Biological Study","year":2025,"lang":"en","type":"article","venue":"AUIQ complementary biological system.","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Window (computing); Ceramic; Nano-; Nanotechnology; Climate change; Architecture; Environmental science; Window of opportunity; Materials science; Engineering; Ecology; Computer science; Geography; Biology; Aerospace engineering; Composite material; Archaeology","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":[0.00009289969,0.0002169694,0.0001176557,0.0001226688,0.0001953213,0.0003177065,0.0003038499,0.0003231348,0.002271132],"category_scores_gemma":[0.0001574903,0.0001142568,0.0002239316,0.0000793311,0.0003980106,0.0003622879,0.0002250847,0.0002321304,0.0001927636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002277723,"about_ca_system_score_gemma":0.0001486659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001246595,"about_ca_topic_score_gemma":0.001215905,"domain_scores_codex":[0.9999709,0.000004730692,6.283898e-7,0.000007381409,0.000008372084,0.000008072945],"domain_scores_gemma":[0.9999622,0.00001873891,0.000006011759,0.000002954297,0.000006374621,0.000003794644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001724969,0.0003191194,0.003056584,0.0004945975,0.00002758309,0.0005642617,0.0003055411,0.1475543,0.8075007,0.0250986,0.0004534783,0.01445264],"study_design_scores_gemma":[0.00006061224,0.001380405,0.01947981,0.00006870226,0.00006656578,0.0005060391,0.0009722652,0.8260391,0.1291192,0.01410615,0.00814317,0.00005806148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710009,0.001332457,0.01429537,0.0002490244,0.00004845546,0.00002429802,0.00005135214,0.00002219716,0.012976],"genre_scores_gemma":[0.996267,0.0005955248,0.001592699,0.00002765694,0.000008809963,0.00001141101,0.00001706207,0.000002685053,0.001477222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002271132,"threshold_uncertainty_score":0.007597744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01759589078199687,"score_gpt":0.2574926364160726,"score_spread":0.2398967456340757,"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."}}