{"id":"W4416624666","doi":"10.1002/cncy.70062","title":"Evolving standards in salivary gland cytopathology: The Milan and World Health Organization reporting systems","year":2025,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Salivary gland; MEDLINE; Salivary gland cancer; Alternative medicine; Healthcare system; Cancer","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":[0.001184988,0.0001759794,0.0005943576,0.0002505645,0.0001818233,0.00003356459,0.00006679739,0.00007891015,0.00003782034],"category_scores_gemma":[0.000615318,0.0001197974,0.00003439503,0.0006321736,0.0001101747,0.00004620798,0.00007553762,0.0002326899,0.000001428171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000498348,"about_ca_system_score_gemma":0.0005972585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000723537,"about_ca_topic_score_gemma":0.0008298879,"domain_scores_codex":[0.9981281,0.000218037,0.0007655357,0.0004091241,0.0001508352,0.000328354],"domain_scores_gemma":[0.9988551,0.0001593948,0.0004197955,0.000321493,0.0001693291,0.00007495256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004829367,0.00006691795,0.9938931,0.0001781975,0.00002389751,0.00072121,0.0005213579,0.00002099169,0.00008504703,0.001162769,0.001977907,0.001300302],"study_design_scores_gemma":[0.001453892,0.0001354984,0.9940989,0.0005944021,0.00007476439,0.0008082473,0.0002988149,0.0000972654,0.000172162,0.0001522804,0.00201837,0.00009538954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587867,0.0275604,0.0001872286,0.01026616,0.0007301028,0.0006900785,0.00003984227,0.00007046834,0.001669023],"genre_scores_gemma":[0.9955444,0.001412707,0.0001052085,0.002159463,0.0001456954,0.0001354745,0.00004145842,0.0000211163,0.0004345076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03675767,"threshold_uncertainty_score":0.4885195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02120607801302751,"score_gpt":0.350459690567945,"score_spread":0.3292536125549175,"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."}}