{"id":"W4400843028","doi":"10.2139/ssrn.4900159","title":"Technoeconomic Assessment of a Solar-Driven Adsorption-Based Space Conditioning System for Low-Energy Multi-Unit Residential Buildings in Canada","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Adsorption; Air conditioning; Unit (ring theory); Space (punctuation); Conditioning; Environmental science; Solar energy; Energy performance; Energy (signal processing); Environmental engineering; Environmental economics; Engineering physics; Efficient energy use; Engineering; Computer science; Physics; Thermodynamics; Electrical engineering; Chemistry; Statistics; Economics; Mathematics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008826096,0.0003720783,0.0006329215,0.0005749139,0.00007443326,0.0001164479,0.0004235166,0.0002831275,0.00001143788],"category_scores_gemma":[0.00001665989,0.0004248924,0.0002510435,0.0001595602,0.00002214636,0.00006093325,0.00008983169,0.002845122,0.000002542421],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01290587,"about_ca_system_score_gemma":0.01595286,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2153888,"about_ca_topic_score_gemma":0.8037913,"domain_scores_codex":[0.9970077,0.00007126518,0.0009685186,0.0003556468,0.0002864086,0.001310489],"domain_scores_gemma":[0.9989957,0.00007678608,0.0004174686,0.0002810334,0.0001343948,0.00009464264],"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":[0.00002290979,0.00002082166,0.0009255685,0.00165129,0.0004609876,0.00001143576,0.00003547337,0.9630529,0.003689246,0.02956263,0.0001464764,0.0004203056],"study_design_scores_gemma":[0.001384689,0.00005776363,0.0001566157,0.002949313,0.0001312725,0.000108385,0.001750683,0.9864115,0.002034657,0.004218888,0.000259463,0.0005367874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4150788,0.001919606,0.5797373,0.0001128696,0.0022308,0.0005041287,0.0001581875,0.0001739028,0.00008436003],"genre_scores_gemma":[0.9980533,0.0002405766,0.0008558619,0.000008673839,0.0003022993,0.0001705651,0.00007867383,0.0001139911,0.0001760483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5884025,"threshold_uncertainty_score":0.9998203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006902537260004399,"score_gpt":0.2320956358578652,"score_spread":0.2251930985978609,"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."}}