{"id":"W2553655246","doi":"10.1038/srep37210","title":"Imaging Cytometry of Human Leukocytes with Third Harmonic Generation Microscopy","year":2016,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Taiwan University; Faculdade de Ciências da Saúde, Universidade de Macau; Universidade de Macau; Ministry of Science and Technology, Taiwan","keywords":"Microscopy; Cytometry; Flow cytometry; Pathology; Biology; Medicine; Molecular 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005029299,0.0001298727,0.0001553632,0.0001879737,0.000153897,0.0001058428,0.00009466742,0.00002517595,0.00006582034],"category_scores_gemma":[0.00003477201,0.00008794936,0.00004354908,0.0003020098,0.0002172731,0.0002778422,0.00002041007,0.00006140226,0.000008492076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009582924,"about_ca_system_score_gemma":0.00006349022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000167327,"about_ca_topic_score_gemma":0.000007810008,"domain_scores_codex":[0.9987417,0.00001004511,0.0003392882,0.0003431995,0.0002864815,0.0002793189],"domain_scores_gemma":[0.9992238,0.00002121933,0.0001107278,0.0004839317,0.00009914149,0.00006117611],"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":[0.000001042379,0.000009533789,0.00564982,0.00002461688,0.00001281911,0.00005229093,0.0001040972,0.0001039331,0.9872177,0.000010236,0.005343896,0.001470061],"study_design_scores_gemma":[0.0001410237,0.000008582432,0.0007639653,0.00009809379,0.00001882747,0.0001645569,0.00004727766,0.001786382,0.9955331,0.0002436165,0.001045149,0.0001494277],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619851,0.0003265133,0.03371445,0.00002178323,0.001932844,0.0001157734,0.000003181613,0.0001713084,0.001729078],"genre_scores_gemma":[0.9977778,0.000005162438,0.001299737,0.000007081264,0.00006976628,0.000008509674,0.00001075819,0.00002426615,0.000796935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03579272,"threshold_uncertainty_score":0.3586471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.010414668024683,"score_gpt":0.2328655492796901,"score_spread":0.2224508812550071,"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."}}