{"id":"W1624923767","doi":"10.1002/ijc.29660","title":"Deep brush‐based cytology in tonsils resected for benign diseases","year":2015,"lang":"en","type":"article","venue":"International Journal of Cancer","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"CNIB; Institut National Du Cancer; Association pour la Recherche sur le Cancer; World Health Organization","keywords":"Medicine; Tonsil; Palatine tonsil; Pathology; Cytology; Dysplasia","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001450028,0.00007261383,0.0002763986,0.0002116458,0.00001255389,0.000009901446,0.0001209203,0.0000383695,0.00007832486],"category_scores_gemma":[0.0004797896,0.00005688862,0.00009735753,0.00007851995,0.00004222797,0.00007621044,0.00001537714,0.000111872,0.000001636355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003643563,"about_ca_system_score_gemma":0.0007314439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001069821,"about_ca_topic_score_gemma":0.0006560298,"domain_scores_codex":[0.9990668,0.00002301768,0.0003263247,0.00008653509,0.0003683843,0.000128955],"domain_scores_gemma":[0.998422,0.0001157781,0.0001521906,0.00005496883,0.001123013,0.0001320208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04491766,0.001255551,0.6865059,0.0001368358,0.002199607,0.00157846,0.002325751,0.004492106,0.005598037,0.0012228,0.1033611,0.1464062],"study_design_scores_gemma":[0.04821305,0.003334963,0.6592682,0.001651575,0.000486236,0.00035392,0.0008130819,0.00748828,0.009880565,0.003885395,0.2641833,0.0004414906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488664,0.01613627,0.003021091,0.02718429,0.003326382,0.0002838508,0.00006144221,0.00001602559,0.001104224],"genre_scores_gemma":[0.9963648,0.0002025171,0.00081677,0.001611864,0.0008624222,0.00002785751,0.000005453315,0.0000096699,0.00009864936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1608221,"threshold_uncertainty_score":0.2319851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0577663628341111,"score_gpt":0.4198897494354611,"score_spread":0.36212338660135,"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."}}