{"id":"W1981365180","doi":"10.1557/proc-0915-r07-01","title":"Sub-Second Humidity Sensing based on Nanostructured Narrow-Bandpass Optical Filters","year":2006,"lang":"en","type":"article","venue":"MRS Proceedings","topic":"Optical Coatings and Gratings","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Humidity; Desorption; Transmittance; Refractive index; Titanium dioxide; Band-pass filter; Hysteresis; Water vapor; Porosity; Adsorption; Filter (signal processing); Optoelectronics; Optics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004960237,0.0002913589,0.000301749,0.00009179919,0.0003646354,0.000459733,0.0002236136,0.0001811629,0.0006076113],"category_scores_gemma":[0.0003338639,0.0002489035,0.00010104,0.0002396831,0.000274677,0.0002402012,0.00005574979,0.0002589286,0.0001283262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009150673,"about_ca_system_score_gemma":0.00004144911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003764727,"about_ca_topic_score_gemma":0.000008272389,"domain_scores_codex":[0.9979299,0.00001542114,0.0003863693,0.0005841394,0.0005047733,0.0005794325],"domain_scores_gemma":[0.9992348,0.000120732,0.0001632082,0.0001377135,0.0001927309,0.000150796],"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":[0.00006227954,0.00003980432,0.0006601575,0.00006101329,0.00000129835,0.000008019219,0.00007609671,0.00003432719,0.9839936,0.003120693,0.01175906,0.0001836256],"study_design_scores_gemma":[0.0005265582,0.0002079308,0.003345328,0.00005759341,0.00001513834,0.00001181658,0.00005013594,0.003218786,0.9879122,0.002757698,0.001551695,0.0003451234],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801472,0.00001220198,0.0000998895,0.0006892091,0.0003902273,0.000204098,0.00001571327,0.0002115827,0.01822987],"genre_scores_gemma":[0.9876377,1.273071e-7,0.01066913,0.0009177786,0.0003265262,0.000006551682,0.000009374719,0.00003625977,0.0003965777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01783329,"threshold_uncertainty_score":0.9999963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008078374919578838,"score_gpt":0.2113100750607708,"score_spread":0.203231700141192,"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."}}