{"id":"W2120354431","doi":"10.1016/j.foar.2013.06.001","title":"Glows and shadows of thermal insulation","year":2013,"lang":"en","type":"article","venue":"Frontiers of Architectural Research","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Forensic engineering; Architectural engineering; Engineering","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":[0.0002424739,0.00008721601,0.0001674299,0.00008852319,0.00006934503,0.00001782481,0.0001722089,0.00007982197,0.000354061],"category_scores_gemma":[0.0001072117,0.00007020323,0.00004840558,0.0001418663,0.0002999253,0.000121393,0.0001153347,0.0002364271,0.00000686723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002237017,"about_ca_system_score_gemma":0.00002755532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006759705,"about_ca_topic_score_gemma":0.000004015218,"domain_scores_codex":[0.9988754,0.00005536168,0.0002389964,0.0001644168,0.0004165919,0.0002492814],"domain_scores_gemma":[0.9993336,0.0000959329,0.00008218568,0.0002027067,0.0002066815,0.00007892398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001039157,0.00003106472,0.03876718,0.00009975397,0.00003609772,5.848247e-7,0.0008125182,0.0002648975,0.8561597,0.0002321097,0.000154629,0.1033375],"study_design_scores_gemma":[0.001032386,0.000196236,0.4699482,0.00009573339,0.00001363,0.000007237863,0.0009067183,0.02788722,0.4891365,0.01000154,0.000525588,0.000248966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916391,0.0007112145,0.000112982,0.0001625377,0.00002662335,0.0001396735,0.000009492235,0.0000139037,0.007184522],"genre_scores_gemma":[0.9972107,0.00001828239,0.002219013,0.000003954076,0.00005005989,0.000008925231,0.00001106926,0.00001329925,0.0004646808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.431181,"threshold_uncertainty_score":0.387672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010871560229731,"score_gpt":0.2918120821541814,"score_spread":0.2617033665518841,"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."}}