{"id":"W2030776462","doi":"10.2976/1.2938856","title":"Acoustic physics of surface‐attached biochemical species","year":2008,"lang":"en","type":"article","venue":"HFSP journal","topic":"Acoustic Wave Resonator Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Context (archaeology); Surface acoustic wave; Acoustics; Curvature; Acoustic wave; Biosensor; Physics; Nanotechnology; Materials science; Computer science; Biology; Mathematics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.00006604852,0.0001340513,0.0002195622,0.00004724066,0.00005966371,0.00001033183,0.0002271303,0.0001114737,0.00007268332],"category_scores_gemma":[0.00009718574,0.0001206272,0.00008724883,0.0001717229,0.0001800154,0.00007105904,0.00003821723,0.0004164321,0.00002083987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007881214,"about_ca_system_score_gemma":0.00002906993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.188625e-7,"about_ca_topic_score_gemma":9.977027e-8,"domain_scores_codex":[0.9991664,0.000008363048,0.0002474311,0.00007703977,0.0002524728,0.0002482912],"domain_scores_gemma":[0.9995868,0.0000577153,0.00005735395,0.0001656361,0.00006863962,0.00006387296],"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":[0.000007595055,0.00004666155,0.00382633,0.00006183417,0.00009375664,0.0001294336,0.0001899123,0.09051464,0.8811197,0.0001089688,0.02310181,0.0007993762],"study_design_scores_gemma":[0.0009339316,0.0001065583,0.0124686,0.0001256655,0.00008110755,0.002207525,0.0006320807,0.06587815,0.9132259,0.00189186,0.001866199,0.0005824466],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9432598,0.001302462,0.05369427,0.0000357361,0.0002209549,0.00003843878,0.000008588706,0.0002385358,0.001201193],"genre_scores_gemma":[0.9924332,0.0005482012,0.006706001,0.000005480754,0.0001772133,5.441329e-7,9.907239e-7,0.00002723146,0.0001011104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04917341,"threshold_uncertainty_score":0.4919032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02496633121713576,"score_gpt":0.2181279042576009,"score_spread":0.1931615730404651,"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."}}