{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004144516,0.0003628444,0.0001995424,0.0008275317,0.0002039072,0.0003061555,0.0003030014,0.0003645145,0.002250679],"category_scores_gemma":[0.0002606781,0.000205902,0.0001924876,0.0004399084,0.000292826,0.0003314242,0.0003106348,0.0005405989,0.0007816721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002315817,"about_ca_system_score_gemma":0.0001867761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004210536,"about_ca_topic_score_gemma":0.0004227895,"domain_scores_codex":[0.9996213,0.00007181197,0.00002394588,0.00007607095,0.0001532148,0.0000536256],"domain_scores_gemma":[0.9997705,0.00007068262,0.00004094063,0.00002431704,0.00006763378,0.00002593903],"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":[0.00002249421,0.000006548012,0.00009359181,0.00002618226,0.000001586703,0.00002601021,0.00001476445,0.00004119075,0.99726,0.00008910372,0.0000234382,0.002395084],"study_design_scores_gemma":[0.00001025714,0.0002409874,0.004688629,0.00001141755,0.00001016483,0.0004192941,0.00004972702,0.00315127,0.9885279,0.000164333,0.002718742,0.00000726902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8209726,0.003585492,0.1689215,0.0002369978,0.00008647396,0.0001414212,0.0004832883,0.0008267729,0.00474548],"genre_scores_gemma":[0.7803246,0.004235321,0.2025834,0.0001660517,0.00005735443,0.0003417432,0.0009478421,0.0001678272,0.01117584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002250679,"threshold_uncertainty_score":0.007529259,"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."}}