{"id":"W2301948148","doi":"10.1038/srep23165","title":"A new hand-held microfluidic cytometer for evaluating irradiation damage by analysis of the damaged cells distribution","year":2016,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Dalian Maritime University; National Natural Science Foundation of China","keywords":"Confocal; Microfluidics; Biomedical engineering; Irradiation; Radiation; Confocal microscopy; Materials science; Fluorescence; Fluorescence microscope; Immunofluorescence; Computer science; Nanotechnology; Optics; Biology; Cell biology; Medicine; Physics; Immunology","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":[0.0009006097,0.0007887505,0.0008266211,0.001193617,0.0005307457,0.0005519081,0.001582567,0.0009770952,0.002405329],"category_scores_gemma":[0.001087225,0.0003890707,0.0004431625,0.0005115207,0.0004846767,0.0006862261,0.0004908436,0.0007951732,0.0006268923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000728311,"about_ca_system_score_gemma":0.001092884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005915843,"about_ca_topic_score_gemma":0.001259975,"domain_scores_codex":[0.9992146,0.00006644178,0.00006682351,0.0002778207,0.0003205434,0.00005367468],"domain_scores_gemma":[0.9990476,0.0003847476,0.0001813308,0.0001147587,0.0001916824,0.00007988211],"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":[0.0001303174,0.0001036131,0.001103905,0.0002426455,0.000023662,0.00007460664,0.00005780394,0.000488036,0.9609221,0.0006923813,0.0009972563,0.03516364],"study_design_scores_gemma":[0.00006651806,0.0006662361,0.006698549,0.00003800944,0.0001014521,0.001094469,0.00003599993,0.02277282,0.9512804,0.0003931341,0.01671343,0.0001388794],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1872271,0.00462585,0.7902588,0.000695759,0.001498034,0.001336644,0.002967862,0.008214154,0.003175676],"genre_scores_gemma":[0.287216,0.002038791,0.7012194,0.0007269427,0.0002983826,0.001893978,0.0009764435,0.0001329018,0.005497065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002405329,"threshold_uncertainty_score":0.008046567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0142243137601103,"score_gpt":0.2387523657599838,"score_spread":0.2245280519998736,"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."}}