{"id":"W4386512791","doi":"10.2172/1829950","title":"Advancing insulation retrofits from flexible inexpensive lucid materials (AIR FILMs) for single-pane windows","year":2021,"lang":"en","type":"report","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Advanced Research Projects Agency; Advanced Research Projects Agency - Energy; Canada Excellence Research Chairs, Government of Canada; U.S. Department of Energy","keywords":"Aerogel; Nanocellulose; Materials science; Thermal insulation; Nanofiber; Composite material; Porosity; Thermal conductivity; Cellulose; Chemical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001844173,0.0004176445,0.0006953776,0.0001865228,0.000077394,0.00006632059,0.0001451952,0.0003686131,0.000479966],"category_scores_gemma":[0.0002810644,0.0004193755,0.0001590742,0.0001620053,0.0000133239,0.0001619797,0.00006244866,0.0002024357,0.00002842355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002659223,"about_ca_system_score_gemma":0.0003015902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001605922,"about_ca_topic_score_gemma":0.0000256581,"domain_scores_codex":[0.9980056,0.00003838816,0.0006560081,0.0004548377,0.0005064606,0.0003387068],"domain_scores_gemma":[0.9985055,0.0003746055,0.000172245,0.0003126113,0.000550763,0.00008426384],"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":[0.00008128347,0.00004105263,0.0000261253,0.0009158068,0.0006285197,0.00007724733,0.000435992,0.4208743,0.5109174,0.0001360496,0.05131722,0.01454902],"study_design_scores_gemma":[0.00117017,0.0002419819,0.002017059,0.001401723,0.0003446143,0.0001578827,0.0001902276,0.01422553,0.8222391,0.006297281,0.1497625,0.001951926],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05028319,0.004427077,0.8663338,0.0001567224,0.008394271,0.002150232,0.001348308,0.001665129,0.06524122],"genre_scores_gemma":[0.8752849,0.0003417509,0.09810296,0.0004333745,0.003917633,0.000322841,0.01490069,0.0004017695,0.006294119],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8250017,"threshold_uncertainty_score":0.9998258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02775085160382146,"score_gpt":0.2556502450100421,"score_spread":0.2278993934062207,"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."}}