{"id":"W4242075359","doi":"10.32920/ryerson.14638074","title":"The Protect Air Film of an Exterior Window","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Window (computing); Computational fluid dynamics; Wind speed; Heat transfer; Air temperature; Mechanics; Materials science; Meteorology; Environmental science; Mechanical engineering; Computer science; Engineering; Physics","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":[0.0001237508,0.0003395735,0.0003158654,0.0001508512,0.0003766398,0.0006890922,0.0002127323,0.0003094108,0.002113741],"category_scores_gemma":[0.0002653548,0.0001384875,0.0002945805,0.000119135,0.0003200526,0.0004085721,0.000387744,0.0003672047,0.0002577537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644076,"about_ca_system_score_gemma":0.0001996122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009902739,"about_ca_topic_score_gemma":0.0006831331,"domain_scores_codex":[0.9998851,0.00001104489,0.00000363999,0.00002566497,0.00004438164,0.00003018203],"domain_scores_gemma":[0.999907,0.00002081906,0.00002492604,0.00001510734,0.00001926067,0.00001276623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005339961,0.00008817447,0.003966544,0.000293946,0.000022253,0.001070815,0.0001938489,0.03690913,0.928931,0.003577163,0.0004364701,0.02397674],"study_design_scores_gemma":[0.00006909373,0.001707621,0.03112108,0.00008758455,0.0001513014,0.001758526,0.0005280956,0.131439,0.8136203,0.001389029,0.01807081,0.00005758618],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9732454,0.0009570318,0.01862844,0.00006759731,0.0001086169,0.00002444064,0.0000879299,0.00005957494,0.006820949],"genre_scores_gemma":[0.9933233,0.000342103,0.004112232,0.00001110791,0.00001540485,0.000006627097,0.00005480045,0.00002197099,0.002112512],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002113741,"threshold_uncertainty_score":0.007071137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006122535118301314,"score_gpt":0.1957321624992326,"score_spread":0.1896096273809312,"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."}}