{"id":"W3138113034","doi":"10.1097/pap.0000000000000298","title":"High-grade Transformation/Dedifferentiation in Salivary Gland Carcinomas: Occurrence Across Subtypes and Clinical Significance","year":2021,"lang":"en","type":"review","venue":"Advances in Anatomic Pathology","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mucoepidermoid carcinoma; Pathology; Acinic cell carcinoma; Salivary gland; Myoepithelial cell; Carcinoma; Biology; Adenocarcinoma; Immunohistochemistry; Cancer research; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007024877,0.0001770747,0.0003450586,0.001790955,0.0003429714,0.0009958835,0.0003109317,0.0003758348,0.001432155],"category_scores_gemma":[0.001570725,0.0001482162,0.0003155672,0.002913676,0.0004405403,0.0007177041,0.0007641012,0.0002972936,0.0004277544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807844,"about_ca_system_score_gemma":0.0002652356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001621334,"about_ca_topic_score_gemma":0.001531532,"domain_scores_codex":[0.9994571,0.00008480217,0.00008148434,0.0001216368,0.0001436273,0.0001114435],"domain_scores_gemma":[0.9989911,0.0001670865,0.000342163,0.0001076282,0.0002256783,0.0001663652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002617506,0.00002312591,0.9603699,0.00008870845,0.00006079702,0.0008530735,0.0002788718,0.00006622915,0.003241515,0.0001306174,0.0002431593,0.03438231],"study_design_scores_gemma":[0.000006399998,0.00007953104,0.9897102,0.00002826481,0.00004888111,0.00632245,0.0007196129,0.0002233539,0.0004612316,0.0003929617,0.001997189,0.00001002945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9893296,0.007806836,0.000560268,0.00008530749,0.00001704166,0.00003162569,0.0002986938,0.00003011583,0.001840536],"genre_scores_gemma":[0.9972355,0.001783988,0.0002564491,0.00002729016,0.00002875699,0.000009134818,0.0004030915,0.00000818053,0.0002476726],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001790955,"threshold_uncertainty_score":0.004791021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04626948669858819,"score_gpt":0.4083246770840355,"score_spread":0.3620551903854473,"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."}}