{"id":"W2143812594","doi":"10.1149/1.1512141","title":"High-Speed Porous Thin Film Humidity Sensors","year":2002,"lang":"en","type":"article","venue":"Electrochemical and Solid-State Letters","topic":"Gas Sensing Nanomaterials and Sensors","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Materials science; Humidity; Microstructure; Composite material; Porosity; Moisture; Electrode; Polymer; Relative humidity; Thin film; Matrix (chemical analysis); Nanotechnology; Meteorology","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":[0.00006447794,0.0002910931,0.0003494218,0.00006214363,0.00009563554,0.00008462594,0.0001032021,0.000109224,0.000142334],"category_scores_gemma":[0.00002066547,0.0002743177,0.00006465002,0.0001200801,0.00008703042,0.00008652059,0.00002422549,0.000265297,0.00007795671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005374563,"about_ca_system_score_gemma":0.000002074645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002834098,"about_ca_topic_score_gemma":0.000003173399,"domain_scores_codex":[0.9985701,0.00003384104,0.0002959441,0.0002976364,0.000172152,0.0006302783],"domain_scores_gemma":[0.9995368,0.0000563727,0.00003517067,0.0001917893,0.00001908098,0.0001607786],"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":[0.00001200292,0.0000153932,0.00002286078,0.00003229045,0.00003898326,0.00006285265,0.0003471721,0.003170387,0.9839401,0.00001228289,0.01220672,0.0001389525],"study_design_scores_gemma":[0.0004832056,0.00004064108,0.0002285045,0.00001700379,0.00002260062,0.0001039513,0.00001281844,0.03513229,0.961506,0.0001906544,0.001792425,0.0004698861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971069,0.0001440997,0.00011408,0.001579591,0.000254441,0.0001002283,0.00001029065,0.0004575171,0.0002328354],"genre_scores_gemma":[0.9976113,0.0002290487,0.0004784968,0.001186289,0.0001741962,0.000001866034,0.00002090846,0.00005284346,0.0002450135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0319619,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007053748901394622,"score_gpt":0.1802280860862098,"score_spread":0.1731743371848152,"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."}}