{"id":"W4281702604","doi":"10.1200/jco.2022.40.16_suppl.e18057","title":"Osteoradionecrosis in head and neck cancer patients: Risk factors and comparison of grading systems.","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Oral health in cancer treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Osteoradionecrosis; Head and neck cancer; Radiation therapy; Surgery; Retrospective cohort study; Grading (engineering); Fistula","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":[0.0009660766,0.000157915,0.0002640633,0.001290722,0.0002341575,0.0004093194,0.000240764,0.0002273111,0.001169308],"category_scores_gemma":[0.002249493,0.0001138741,0.0004179415,0.001582167,0.000223306,0.0003556543,0.0003649007,0.0002053034,0.0001675305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002307506,"about_ca_system_score_gemma":0.000305825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002252222,"about_ca_topic_score_gemma":0.002958664,"domain_scores_codex":[0.9995911,0.0001074809,0.00008172783,0.00006859397,0.0001031936,0.00004791261],"domain_scores_gemma":[0.9983196,0.0003366482,0.0009587843,0.00004371904,0.0002044763,0.0001368012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003900065,0.000005223493,0.998877,0.000008683769,0.00001034419,0.00001570358,0.00001003374,0.000008959899,0.0000333722,0.000002975377,0.00002101782,0.0009676332],"study_design_scores_gemma":[0.000004637369,0.00009347277,0.9989889,0.000009987862,0.0000259539,0.0003459101,0.0001719306,0.0001628802,0.00003978632,0.00001375675,0.0001405971,0.000002029927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998313,0.0007865626,0.00009839738,0.00003445296,0.000007007544,0.00002175284,0.0004028276,0.00000260388,0.0003334034],"genre_scores_gemma":[0.9993078,0.0001692858,0.0001344033,0.000008200586,0.000006202886,0.000009004787,0.0003139854,7.056277e-7,0.00005055886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002252222,"threshold_uncertainty_score":0.005109131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2003420986851931,"score_gpt":0.5305808281433254,"score_spread":0.3302387294581323,"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."}}