{"id":"W4234534327","doi":"10.32920/ryerson.14638692","title":"Visualization of Apoptotic Cells using Scanning Acoustic Microscopy and High Frequency Ultrasound","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Innovation Trust; California HIV/AIDS Research Program","keywords":"Acoustic microscopy; HeLa; Apoptosis; Fluorescence microscope; Materials science; Microscopy; Attenuation; Ultrasound; Fluorescence; Biomedical engineering; Cell; Biophysics; Chemistry; Cell biology; Optics; Biology; Physics; Medicine; Biochemistry; Acoustics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009653754,0.0002868492,0.0004122553,0.000177226,0.00004870189,0.0001010391,0.0001470631,0.0004727053,0.00004247228],"category_scores_gemma":[0.00005364445,0.0002922003,0.00005670991,0.000174029,0.0001290031,0.00005509833,0.0002239612,0.0002787663,0.00000111843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009461465,"about_ca_system_score_gemma":0.00005777817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003875749,"about_ca_topic_score_gemma":0.000009973586,"domain_scores_codex":[0.9989268,0.00002082121,0.0003761166,0.0003233492,0.0001217154,0.000231178],"domain_scores_gemma":[0.9993705,0.00005952452,0.00009474377,0.0003471285,0.00009373124,0.00003434484],"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":[9.061831e-7,0.00001066217,0.0003481476,0.0008566779,0.00005266827,0.000004962333,0.0001435095,0.009694779,0.9884945,0.00005720097,0.0001731773,0.0001628655],"study_design_scores_gemma":[0.00008917657,0.0000101812,0.000208918,0.0006480664,0.0001056231,0.00001850945,0.0003950419,0.01083985,0.9871049,0.000260923,0.000004327772,0.0003144882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7462025,0.003095853,0.2495095,0.000003996751,0.0005301385,0.0001279867,0.00001584273,0.0004212789,0.00009291552],"genre_scores_gemma":[0.9442126,0.001901986,0.05370822,0.00001104083,0.00003778287,0.000001601903,0.00005406471,0.0000480588,0.00002464703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1980101,"threshold_uncertainty_score":0.999953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478830296611889,"score_gpt":0.2480618193167597,"score_spread":0.2332735163506408,"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."}}