{"id":"W4412193111","doi":"10.1002/oto2.70147","title":"Carcinoma ex Pleomorphic Adenoma: Multi‐Institutional Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"OTO Open","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Dalhousie University","funders":"","keywords":"Medicine; Hazard ratio; Carcinoma ex pleomorphic adenoma; Lymphovascular invasion; Cohort; Oncology; Retrospective cohort study; Internal medicine; Proportional hazards model; Univariate analysis; Surgery; Confidence interval; Multivariate analysis; Metastasis; Cancer; Pleomorphic adenoma; Salivary gland","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":[0.0002152825,0.0001811045,0.000454236,0.00009542459,0.0001869335,0.00006871511,0.0002037854,0.00004715615,0.000800405],"category_scores_gemma":[0.00009755084,0.0001310096,0.00007525629,0.0002405101,0.00004381881,0.00009388632,0.0002318008,0.0001308022,0.0002346973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000296814,"about_ca_system_score_gemma":0.0002646259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002582716,"about_ca_topic_score_gemma":0.0002322863,"domain_scores_codex":[0.9988604,0.00004815915,0.0002200959,0.0004446866,0.0002358828,0.0001907329],"domain_scores_gemma":[0.9992785,0.00005029109,0.00004883259,0.0004157385,0.0001068041,0.00009987052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001348116,0.002679893,0.9905527,0.00001102986,0.0004548816,0.0008810201,0.0001293496,0.000001415269,0.00000852306,0.002262558,0.002816805,0.00006701259],"study_design_scores_gemma":[0.005752651,0.0004706251,0.9914071,0.00007263874,0.0004641706,0.00005168572,0.0001971638,0.00003714068,0.0002275863,0.00006686152,0.0011376,0.0001148097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451737,0.0002657147,0.00001674569,0.0005225507,0.0002368631,0.004037107,0.00004169285,0.00003519686,0.04967046],"genre_scores_gemma":[0.992738,0.00000970022,0.0002655518,0.0003269328,0.00006791017,0.0007151071,0.0001085266,0.00001216786,0.005756083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04756435,"threshold_uncertainty_score":0.8763874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03290034506311042,"score_gpt":0.3318725666837608,"score_spread":0.2989722216206504,"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."}}