{"id":"W2108544858","doi":"10.1109/ultsym.2009.5441738","title":"Signal analysis for the estimation of mechanical parameters of viable cells using GHz-acoustic microscopy","year":2009,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Materials science; Acoustic microscopy; Microscopy; Ultrasonic sensor; Deconvolution; Laser; SIGNAL (programming language); Microscope; Substrate (aquarium); Optics; Acoustics; Physics","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":[0.0001223951,0.00008114952,0.0002071807,0.00009882515,0.00002882811,0.000009074541,0.0001069154,0.00007773543,0.00001393802],"category_scores_gemma":[0.00001987483,0.0000561255,0.000108486,0.0003248757,0.00004337837,0.00002812113,0.00001075649,0.00004471878,4.953758e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002011198,"about_ca_system_score_gemma":0.000007569276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000034861,"about_ca_topic_score_gemma":0.000001834357,"domain_scores_codex":[0.9994951,0.000005558968,0.0002239258,0.00008289022,0.00006813613,0.000124421],"domain_scores_gemma":[0.9996204,0.0001191256,0.000046969,0.0001699987,0.00003211515,0.0000113343],"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":[0.000005207325,0.000008078614,0.000004204054,0.0000155847,0.00007038864,7.737015e-8,0.000008727521,0.3439616,0.6541308,0.00003769292,0.00016512,0.001592616],"study_design_scores_gemma":[0.00004305235,0.00002880958,0.000009710269,0.000006560791,0.0001946702,3.317931e-7,0.00003720539,0.4870923,0.5123557,0.0001938881,0.000004034813,0.00003369177],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3466417,0.0001153858,0.6530223,0.00001806435,0.00002689222,0.00008729809,0.000006520271,0.00007179945,0.000009946834],"genre_scores_gemma":[0.7976846,0.00002785539,0.2022587,0.00001151948,0.000003035115,7.060785e-7,0.000002203869,0.000004474836,0.000006915164],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4510429,"threshold_uncertainty_score":0.2288731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01932872585194682,"score_gpt":0.2470039910006621,"score_spread":0.2276752651487153,"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."}}