{"id":"W4297519276","doi":"10.1007/s12105-022-01487-w","title":"A 10-Year Review of Intraoral Salivary Gland Tumor Diagnoses: Diagnostic Challenges and Inter-Observer Agreement","year":2022,"lang":"en","type":"review","venue":"Head and Neck Pathology","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; St. Joseph’s Healthcare Hamilton; Health Sciences Centre; Mount Sinai Hospital; Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"Faculty of Dentistry, University of Toronto; University of Toronto","keywords":"Medicine; Medical diagnosis; Adenoid cystic carcinoma; Concordance; Biopsy; Histopathology; Radiology; Carcinoma; Pleomorphic adenoma; Adenocarcinoma; Kappa; Pathology; Internal medicine; Salivary gland; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004383115,0.0005773809,0.003253445,0.000193652,0.00007106482,0.000009325019,0.000130317,0.000165523,0.003491628],"category_scores_gemma":[0.0005510457,0.0004091841,0.0003645774,0.0001177105,0.0001744738,0.00004278647,0.0003350278,0.0003813143,0.00005678304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007072174,"about_ca_system_score_gemma":0.000150917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003274294,"about_ca_topic_score_gemma":0.00002240869,"domain_scores_codex":[0.9972126,0.0004737262,0.0009117614,0.0007831428,0.0002372231,0.0003815465],"domain_scores_gemma":[0.9973031,0.001443342,0.0004095382,0.0005605498,0.00004527467,0.000238158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005768743,0.0008927308,0.003313945,0.1663639,0.0003250223,0.004324151,0.0001323016,2.196061e-9,1.80142e-8,0.000350037,0.002738448,0.8215017],"study_design_scores_gemma":[0.001526197,0.003511383,0.009411019,0.1089348,0.002585639,0.003660318,0.00004095922,1.463577e-7,3.184299e-7,0.00005885351,0.8699492,0.0003211125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002702238,0.9930865,2.05544e-7,0.0004560233,0.000154289,0.001665799,0.0001917706,0.00003061179,0.001712602],"genre_scores_gemma":[0.0004678816,0.996892,0.0001159728,0.0006290958,0.0001625485,0.0009870015,0.0005024852,0.00006038409,0.0001825735],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8672108,"threshold_uncertainty_score":0.999836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08305556945350116,"score_gpt":0.3396851347384426,"score_spread":0.2566295652849415,"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."}}