{"id":"W4311239077","doi":"10.1002/lio2.994","title":"Five‐year survival outcomes in oropharyngeal squamous cell carcinoma following transoral laser microsurgery","year":2022,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Transoral laser microsurgery; Surgery; Survival rate; Cohort; Survival analysis; Head and neck cancer; Cancer; Stage (stratigraphy); Internal medicine; Oncology; Radiation therapy","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":[0.0003233239,0.0001232417,0.0002575648,0.0004526693,0.000372879,0.0004838373,0.0001904077,0.0002367093,0.0008059618],"category_scores_gemma":[0.001220523,0.000086556,0.0005014992,0.0005269186,0.0001843956,0.0002986985,0.0003800392,0.0002286291,0.0001212213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004217871,"about_ca_system_score_gemma":0.0003556133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003212243,"about_ca_topic_score_gemma":0.005035944,"domain_scores_codex":[0.9997926,0.00003018891,0.00002158762,0.00004213876,0.00004944533,0.00006397512],"domain_scores_gemma":[0.9991972,0.00008638675,0.000476823,0.00002772443,0.00009384546,0.0001180123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001591174,0.00002397035,0.9959734,0.000009681297,0.00005398286,0.0002218187,0.00005143751,0.0001064494,0.0004923107,0.000009192147,0.0000483331,0.002850344],"study_design_scores_gemma":[0.000006042837,0.0002769926,0.997985,0.000007991272,0.00005471322,0.0009352624,0.0001509867,0.0002341996,0.0001949295,0.00001855144,0.0001310887,0.000004272535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994859,0.0001971565,0.00004479642,0.00001123128,0.000002084599,0.00000268274,0.00009230482,0.000001423059,0.0001625288],"genre_scores_gemma":[0.9996969,0.00006807678,0.00001986784,0.000008674815,0.000002881572,0.000002434433,0.0001503317,5.424562e-7,0.00005036772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003212243,"threshold_uncertainty_score":0.006387115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02387866405447671,"score_gpt":0.2728414746578761,"score_spread":0.2489628106033993,"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."}}