{"id":"W2021022648","doi":"10.1109/transducers.2013.6626755","title":"VOC detection using an all polymer flexural plate wave sensor","year":2013,"lang":"en","type":"article","venue":"","topic":"Acoustic Wave Resonator Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Polyvinylidene fluoride; Polystyrene; Polymer; Polystyrene sulfonate; PEDOT:PSS; Composite material; Polyvinyl acetate; Surface acoustic wave sensor; Toluene; Transducer; Acoustics; Chemistry; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002833932,0.0001422191,0.0001106238,0.00009753808,0.00003625073,0.00004334688,0.00008017551,0.000154541,0.0002633503],"category_scores_gemma":[0.00001408052,0.0001257891,0.00003031207,0.00009480382,0.00003316818,0.0002629933,0.00003110772,0.0001517522,0.000137764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008817702,"about_ca_system_score_gemma":0.00000345039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002461171,"about_ca_topic_score_gemma":0.00001508655,"domain_scores_codex":[0.9993315,0.000007463517,0.0001337555,0.0001365775,0.0001024699,0.000288187],"domain_scores_gemma":[0.9996671,0.00001757143,0.00001496234,0.0002186456,0.00002364922,0.00005806831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001520846,0.000008846321,0.00003785395,0.00001466029,0.00003593095,0.000008256751,0.00005692799,0.006977866,0.9500806,0.00004836409,0.0001274399,0.04260173],"study_design_scores_gemma":[0.00007657655,0.00001831608,0.00033681,0.000003639256,0.00000923509,0.00003824729,0.0002578967,0.6190819,0.3797705,0.0001342326,0.0001220676,0.0001505023],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552416,0.0001171331,0.04096549,0.00002711977,0.0002079676,0.0001290721,0.000001831397,0.002014131,0.001295628],"genre_scores_gemma":[0.9935283,0.000007898811,0.006045144,0.00003155526,0.00006293401,0.000007887058,0.000001552006,0.00003993342,0.0002747721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6121041,"threshold_uncertainty_score":0.5129529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934297224617649,"score_gpt":0.2281192801604946,"score_spread":0.1987763079143181,"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."}}