{"id":"W2165212393","doi":"10.1117/1.jbo.17.8.086004","title":"High throughput image cytometry for detection of suspicious lesions in the oral cavity","year":2012,"lang":"en","type":"article","venue":"Journal of Biomedical Optics","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"National Institute of Dental and Craniofacial Research; National Institutes of Health; Michael Smith Health Research BC","keywords":"Medicine; Pathology; Dysplasia; Biopsy; Cytometry; Cytology; Oral mucosa; Cancer; Leukoplakia; Radiology; Internal medicine; Flow cytometry; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.000855237,0.000088676,0.0003435183,0.0001772047,0.00003691371,0.000006982022,0.00008385712,0.00008638421,0.00001773293],"category_scores_gemma":[0.0004018561,0.00004622488,0.0001670315,0.0002940556,0.0001124928,0.00008390182,0.0000165519,0.0002110762,0.000002135219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007503141,"about_ca_system_score_gemma":0.00006330303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000363769,"about_ca_topic_score_gemma":0.000004385448,"domain_scores_codex":[0.9988114,0.0000531402,0.0004721115,0.00005737127,0.00040414,0.0002018403],"domain_scores_gemma":[0.9989557,0.000407661,0.0002365549,0.0001213726,0.0001274522,0.0001512303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00380091,0.04599396,0.704825,0.001113092,0.001845235,0.001807677,0.005057207,0.000012141,0.06535765,0.004975901,0.00989934,0.1553119],"study_design_scores_gemma":[0.008641873,0.006072056,0.9455562,0.0002965519,0.0009137848,0.001708991,0.001010059,0.0001908009,0.03226656,0.0007676813,0.002426744,0.0001487025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929937,0.0005049616,0.003526375,0.002246741,0.0004756071,0.000194149,0.00001416562,0.000003398836,0.0000409627],"genre_scores_gemma":[0.9913833,0.0001966284,0.007652527,0.0002132908,0.000526365,0.000005686718,0.000006589599,0.000008441031,0.000007202755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2407311,"threshold_uncertainty_score":0.1884996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03169613449981347,"score_gpt":0.3352249897969343,"score_spread":0.3035288552971209,"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."}}