{"id":"W2921929221","doi":"10.1117/12.2510274","title":"Cytopathology diagnosis by multiplexed plasmonic biomarkers (Conference Presentation)","year":2019,"lang":"en","type":"article","venue":"","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Hyperspectral imaging; Microscopy; Cytopathology; Multispectral image; Immunolabeling; Biophotonics; Materials science; Computer science; Nanotechnology; Optics; Photonics; Pathology; Artificial intelligence; Physics; Optoelectronics; Medicine; Cytology","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":[0.0006756188,0.0009848389,0.0004088632,0.001150024,0.0002095707,0.001072145,0.0007142393,0.001270018,0.00512832],"category_scores_gemma":[0.0006050859,0.0004650067,0.0003585923,0.0003812994,0.0003230864,0.0008421162,0.0006029026,0.0006374728,0.001912021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004396767,"about_ca_system_score_gemma":0.0002158086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001075465,"about_ca_topic_score_gemma":0.000225666,"domain_scores_codex":[0.9995061,0.00006212966,0.00002688241,0.0001916161,0.0001728812,0.00004036062],"domain_scores_gemma":[0.9997656,0.00005168898,0.00005828705,0.00001624612,0.00007111161,0.00003705286],"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":[0.0002640493,0.00007274622,0.0004724331,0.0003951006,0.00003300303,0.0002350298,0.00003947437,0.0003605158,0.9468383,0.0008493158,0.00253532,0.0479049],"study_design_scores_gemma":[0.00002068498,0.0003208777,0.0008143478,0.00002343787,0.00004989781,0.001282734,0.00001564923,0.004231349,0.976502,0.0004232035,0.01628626,0.00002944684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2828712,0.07625128,0.6193607,0.002604838,0.003751961,0.000855775,0.001165719,0.003642426,0.009496178],"genre_scores_gemma":[0.5429455,0.02003033,0.3905261,0.001104523,0.001934383,0.000590971,0.0007781425,0.0001825065,0.04190746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00512832,"threshold_uncertainty_score":0.01715595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009237105404252077,"score_gpt":0.2674825601606269,"score_spread":0.2582454547563748,"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."}}