{"id":"W2943123810","doi":"10.1002/cncy.22135","title":"Application of the Milan System for Reporting Submandibular Gland Cytopathology: An international, multi‐institutional study","year":2019,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Cancer Institute","keywords":"Medicine; Cytopathology; Atypia; Malignancy; Submandibular gland; Salivary gland; Fine-needle aspiration; Pathology; Cytology; Radiology; Biopsy","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":[0.0004467852,0.0001378217,0.0004058488,0.00006709385,0.00008776555,0.000006687782,0.0001488886,0.00007603177,0.00001662317],"category_scores_gemma":[0.00009556663,0.00008562472,0.0001137038,0.00008682458,0.00007028275,0.00005426118,0.00004781197,0.00008703036,0.000006399229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691913,"about_ca_system_score_gemma":0.0001114306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001323632,"about_ca_topic_score_gemma":0.00007176107,"domain_scores_codex":[0.9986423,0.00006722361,0.0005893652,0.0003865225,0.0001539329,0.0001606905],"domain_scores_gemma":[0.9986325,0.00004195002,0.0006117853,0.0004817348,0.0001829886,0.0000490342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001729959,0.0005859563,0.9943829,0.00008758815,0.00006013537,0.0000843226,0.0002911388,0.000116843,0.002887999,0.0007992031,0.000009344746,0.0005215371],"study_design_scores_gemma":[0.003547975,0.0005122296,0.9901522,0.00006850297,0.0001908366,0.0005770396,0.0003308098,0.0009509714,0.00306635,0.00001862592,0.0005025122,0.00008191099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953724,0.0002359717,0.0009097988,0.0002485263,0.001012254,0.001886609,0.00007544903,0.0000386893,0.0002203037],"genre_scores_gemma":[0.9981614,0.00001531397,0.00045706,0.0001223333,0.0002091181,0.0008417202,0.00009355236,0.00001570914,0.00008383707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0042307,"threshold_uncertainty_score":0.3491675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03971116333142184,"score_gpt":0.3518556479501291,"score_spread":0.3121444846187073,"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."}}