{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006770807,0.0005466536,0.001875924,0.0004586346,0.0004644892,0.00002088563,0.0003192938,0.000184783,0.0007034902],"category_scores_gemma":[0.0002164654,0.0005332343,0.0004486128,0.0008468898,0.000492349,0.0002061333,0.0003630974,0.001231114,0.00007806846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003917432,"about_ca_system_score_gemma":0.0005967318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198056,"about_ca_topic_score_gemma":0.0006306611,"domain_scores_codex":[0.9958256,0.0008327062,0.0007963883,0.0009311881,0.0005652971,0.001048781],"domain_scores_gemma":[0.9984255,0.0004837168,0.0001743549,0.0004598905,0.00007210191,0.0003843951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004312154,0.0005751234,0.9664639,0.0001498305,0.00009103021,0.002472079,0.002810981,0.00002426944,0.02508313,0.0001230796,0.001731289,0.00004413702],"study_design_scores_gemma":[0.008682629,0.001923346,0.9653018,0.0000405363,0.000166701,0.0000796747,0.001727156,0.00008286694,0.01609986,0.0002092799,0.005032482,0.0006536481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869113,0.001063941,0.000003918961,0.003426928,0.001187227,0.0009983239,0.0001529951,0.0001328799,0.006122485],"genre_scores_gemma":[0.9915112,0.00001868766,0.0005795896,0.004453327,0.0001114087,0.0004917133,0.0001344733,0.0001045303,0.002595025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00898327,"threshold_uncertainty_score":0.9997119,"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."}}