{"id":"W2030467521","doi":"10.1007/s12572-010-0009-4","title":"Label-free detection of enzymatic interaction through dynamic behaviour of microstructures","year":2010,"lang":"en","type":"article","venue":"International Journal of Advances in Engineering Sciences and Applied Mathematics","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Laser Doppler vibrometer; Materials science; Biological system; Stress (linguistics); Vibration; Natural frequency; Microstructure; Laser Doppler velocimetry; Nanotechnology; Laser; Mechanics; Acoustics; Optics; Composite material; Laser beams; Physics; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003074267,0.0001935622,0.0001772428,0.00019036,0.0001491284,0.000486334,0.0004613661,0.0005241672,0.0007787618],"category_scores_gemma":[0.0007313577,0.0002189699,0.0000991083,0.0001823397,0.0005690373,0.0005914205,0.0003967087,0.0004877253,0.0001895811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003837066,"about_ca_system_score_gemma":0.0001680306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003131719,"about_ca_topic_score_gemma":0.0008099368,"domain_scores_codex":[0.9998023,0.00003346427,0.000006862269,0.00004936256,0.00007122994,0.00003669563],"domain_scores_gemma":[0.9996697,0.0001256296,0.0001007959,0.00003707175,0.00003394347,0.00003286753],"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":[0.00005556409,0.00001283965,0.0002989691,0.00003669863,0.000004346744,0.00003910406,0.00003407323,0.0001359831,0.995548,0.000597753,0.00006376459,0.003172841],"study_design_scores_gemma":[0.0000148654,0.00006624051,0.002293225,0.000004657702,0.000009207198,0.00009531323,0.00002411029,0.006747253,0.9893133,0.0003318586,0.001090429,0.000009633347],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536395,0.001026219,0.04107412,0.0003160127,0.00007710855,0.00002584622,0.0001560082,0.0001402292,0.003544932],"genre_scores_gemma":[0.9902383,0.0004096051,0.007765793,0.00009946022,0.00002106869,0.00002220818,0.00006648347,0.00001414781,0.001362988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007787618,"threshold_uncertainty_score":0.002784014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004933040944246653,"score_gpt":0.2736430801624619,"score_spread":0.2687100392182152,"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."}}