{"id":"W4283390643","doi":"10.1007/s00428-022-03364-x","title":"Application of the Milan system for reporting salivary gland cytopathology using cell blocks","year":2022,"lang":"en","type":"article","venue":"Archiv für Pathologische Anatomie und Physiologie und für Klinische Medicin","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Cytopathology; Medicine; Cytology; Malignancy; Surgical pathology; Salivary gland; Pathology; Fine-needle aspiration; Anatomical pathology; Medical diagnosis; Parotid gland; Radiology; Biopsy; Immunohistochemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001931729,0.0004533714,0.00120495,0.0002085786,0.0006798584,0.00001151684,0.0005443547,0.0001736481,0.00002479067],"category_scores_gemma":[0.0007169952,0.0002920781,0.000546556,0.0004799246,0.0004987869,0.00004481904,0.0005839624,0.0007200303,0.000003631484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633947,"about_ca_system_score_gemma":0.0003735111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003193634,"about_ca_topic_score_gemma":0.000007590811,"domain_scores_codex":[0.9955897,0.0006071763,0.001704826,0.0009249784,0.0005017429,0.0006716329],"domain_scores_gemma":[0.9952362,0.001061068,0.002118581,0.001276644,0.0001315125,0.00017606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001808721,0.002493946,0.8107418,0.001175923,0.0007142181,0.0008788732,0.001540502,0.003081899,0.1675044,0.004132709,0.001192615,0.004734282],"study_design_scores_gemma":[0.02287272,0.009375569,0.6952749,0.0008847491,0.007653286,0.002896033,0.01016666,0.03551024,0.1934372,0.008453058,0.01147639,0.001999141],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886784,0.002500027,0.00255571,0.000645624,0.0005991174,0.002133591,0.0002281826,0.0001534941,0.002505853],"genre_scores_gemma":[0.9926871,0.00008842807,0.005117768,0.0007022871,0.0003369721,0.0005440953,0.0003752829,0.00006163261,0.00008643045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1154669,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04565338206734833,"score_gpt":0.3608264219289591,"score_spread":0.3151730398616108,"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."}}