{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009705936,0.0004499,0.0005468959,0.0006021489,0.0006389536,0.001613693,0.001344085,0.00352316,0.003375948],"category_scores_gemma":[0.001693853,0.0003143274,0.0003646309,0.0002946474,0.002582754,0.001903114,0.0008792958,0.002854869,0.001344259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008148739,"about_ca_system_score_gemma":0.0005912131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005584041,"about_ca_topic_score_gemma":0.0005700404,"domain_scores_codex":[0.9990896,0.0001682346,0.00003538195,0.000142299,0.0005222309,0.00004221568],"domain_scores_gemma":[0.999028,0.0006555456,0.00005183916,0.00005564044,0.0001807736,0.00002822669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000107289,0.00005827304,0.0004896977,0.00285801,0.00007381205,0.001030604,0.002035677,0.00303447,0.125459,0.687528,0.07501677,0.1023085],"study_design_scores_gemma":[0.00001730892,0.0001346755,0.000679346,0.0003426193,0.00003386075,0.0009502784,0.0003663011,0.003530702,0.03212041,0.1480306,0.8137357,0.00005828787],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02886822,0.4305729,0.1844643,0.1504299,0.06901381,0.000173403,0.0003562743,0.000318786,0.1358024],"genre_scores_gemma":[0.3580225,0.3260739,0.03079714,0.06390226,0.06592258,0.0004851271,0.0002445888,0.0003774417,0.1541745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00352316,"threshold_uncertainty_score":0.01129365,"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."}}