{"id":"W3014637850","doi":"10.1002/cncy.22271","title":"Cytologic grading of primary malignant salivary gland tumors: A blinded review by an international panel","year":2020,"lang":"en","type":"review","venue":"Cancer Cytopathology","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Cancer Institute","keywords":"Medicine; Grading (engineering); Mucoepidermoid carcinoma; Acinic cell carcinoma; Fine-needle aspiration; Salivary gland; Cytopathology; Pathology; Salivary duct carcinoma; Carcinoma; 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":[],"consensus_categories":[],"category_scores_codex":[0.04107162,0.0003817935,0.0006887193,0.005059213,0.0009365014,0.001271607,0.00135749,0.0007541717,0.00114698],"category_scores_gemma":[0.06030026,0.0003765449,0.0004773165,0.001938282,0.000919226,0.0008399368,0.001717943,0.0005263027,0.0006958449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008913599,"about_ca_system_score_gemma":0.001742749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602633,"about_ca_topic_score_gemma":0.002437412,"domain_scores_codex":[0.9828442,0.006557251,0.003988835,0.00157785,0.004594774,0.0004369935],"domain_scores_gemma":[0.9027084,0.01488771,0.01024458,0.009341707,0.06108646,0.001731194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001097492,0.0002080398,0.6192643,0.002320061,0.0004216011,0.002047579,0.00436244,0.0003719838,0.02894624,0.0003877861,0.01495123,0.3256212],"study_design_scores_gemma":[0.000277602,0.0009876108,0.8570204,0.003786899,0.0009611559,0.01257668,0.006261955,0.004008519,0.02632212,0.0007376821,0.0868843,0.0001749714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9028879,0.03656643,0.02569908,0.003469558,0.002063675,0.004074834,0.002161756,0.0004288042,0.02264799],"genre_scores_gemma":[0.9647723,0.009174744,0.02002838,0.0008800487,0.0005165598,0.001193029,0.002080633,0.00008016676,0.001274238],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04107162,"threshold_uncertainty_score":0.2172101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1435533270774636,"score_gpt":0.3895423899548429,"score_spread":0.2459890628773793,"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."}}