{"id":"W2752281882","doi":"10.5539/jmsr.v6n4p62","title":"Photochromic Smart Windows Employing WO3-Based Composite Films","year":2017,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photochromism; Materials science; Composite number; Sunlight; Irradiation; Composite film; Composite material; Tungstic acid; Optics; Tungsten; Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.02914497,0.0002642187,0.0007887625,0.0009555719,0.002564109,0.004608166,0.004070681,0.0001286582,0.003041855],"category_scores_gemma":[0.001884009,0.0002064485,0.0001474762,0.0003989694,0.003153699,0.002702634,0.0004848234,0.0003153244,0.0006730024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002786614,"about_ca_system_score_gemma":0.001544696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002165286,"about_ca_topic_score_gemma":0.000007496146,"domain_scores_codex":[0.9926981,0.0008526455,0.001302873,0.0005446314,0.003376442,0.001225252],"domain_scores_gemma":[0.9948758,0.0003235874,0.001240385,0.001222122,0.001817421,0.0005206609],"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":[0.0004311001,0.0001021041,0.0002897205,0.00006704791,0.000006042637,0.0001349008,0.0001095746,0.0001023639,0.9982741,0.0001068431,0.0002790193,0.00009717357],"study_design_scores_gemma":[0.00117872,0.0003436989,0.01841271,0.0003376948,0.00001481215,0.0001707705,0.00006677227,0.00003128017,0.9785672,0.0003901987,0.0002675698,0.0002185293],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948851,0.00005091146,0.0002117884,0.0007343931,0.003098397,0.0004757936,0.00006955915,0.00003618263,0.0004378243],"genre_scores_gemma":[0.989423,0.00001788982,0.009945105,0.00008114705,0.0004066224,0.00001987834,0.000001429677,0.00003410724,0.0000707561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02726096,"threshold_uncertainty_score":0.9996995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102202602088807,"score_gpt":0.4057636769594944,"score_spread":0.3035610748706873,"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."}}