{"id":"W4403352377","doi":"10.2139/ssrn.4985371","title":"Full-Scale Assessment of a Spectrally Selective Cswo3 - Sno2 Coating and a Photochromic Wo3-Based Window Film for In-Situ Window Retrofits","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Window (computing); In situ; Photochromism; Materials science; Coating; Scale (ratio); Nanotechnology; Chemistry; Computer science; Organic chemistry; 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":[0.0003646711,0.00037618,0.0002554841,0.000187706,0.0002210258,0.0003519608,0.0004046772,0.0005093745,0.001267843],"category_scores_gemma":[0.0003896119,0.000197366,0.0003175342,0.0001704195,0.0001864489,0.000285953,0.0002594094,0.0004000943,0.0002727807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002241063,"about_ca_system_score_gemma":0.0001483729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009359011,"about_ca_topic_score_gemma":0.001946186,"domain_scores_codex":[0.999793,0.0000139526,0.00001132865,0.00004910466,0.00009053348,0.00004211576],"domain_scores_gemma":[0.9997445,0.0000435369,0.00003784605,0.00004871927,0.00009482446,0.00003055661],"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":[0.00002966747,0.00001276867,0.00007874621,0.00001568603,0.000003582461,0.00001928446,0.000009523401,0.00005248967,0.9990759,0.000009863927,0.00002932264,0.0006631796],"study_design_scores_gemma":[0.000002146512,0.00007715853,0.001049356,0.000001080845,0.000007238684,0.0000262332,0.00001288653,0.0004299124,0.9980583,0.000003560082,0.0003299664,0.000002260536],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939278,0.0003242619,0.004306385,0.00003177002,0.0000363474,0.00004594514,0.0003609555,0.0001701587,0.0007962284],"genre_scores_gemma":[0.9892731,0.0003707613,0.007218478,0.00002846238,0.000008631073,0.00004065144,0.0002843055,0.00008237489,0.002693246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001267843,"threshold_uncertainty_score":0.004241407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028580896715387,"score_gpt":0.2798588239294911,"score_spread":0.2695730149623373,"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."}}