{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006268446,0.0005050296,0.0004190712,0.003464281,0.0007172799,0.001301052,0.0008481272,0.0004237488,0.001292058],"category_scores_gemma":[0.01150468,0.0004366148,0.0006374788,0.003707311,0.0009674859,0.001212936,0.001766284,0.0004824403,0.0003728228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188876,"about_ca_system_score_gemma":0.001394552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006089961,"about_ca_topic_score_gemma":0.007420354,"domain_scores_codex":[0.9958258,0.001455024,0.0007445366,0.0006957624,0.0008223439,0.0004566474],"domain_scores_gemma":[0.9861676,0.002748229,0.006643965,0.00162247,0.001916698,0.0009010127],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004672747,0.00002138418,0.9987018,0.00001142651,0.0000292163,0.00003468639,0.0001219968,0.00001589489,0.00006644405,0.00001310676,0.00006571368,0.0008715533],"study_design_scores_gemma":[0.00001373926,0.0001568105,0.9968946,0.00003185816,0.0000905478,0.0006409412,0.001076428,0.0003045044,0.000149372,0.00002876746,0.0006008329,0.00001163337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983875,0.0003438961,0.0002717819,0.00003223151,0.000007198369,0.00008068326,0.0002980543,0.000006431038,0.0005723215],"genre_scores_gemma":[0.9987543,0.0001728103,0.0003463841,0.00004304125,0.000017373,0.00006529145,0.0005349048,0.000006570356,0.00005932656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9937316,"threshold_uncertainty_score":0.03315109,"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."}}