{"id":"W4210649172","doi":"10.1177/11795549211036898","title":"Radiation-Induced Fibrosis in Patients with Head and Neck Cancer: A Review of Pathogenesis and Clinical Outcomes","year":2022,"lang":"en","type":"review","venue":"Clinical Medicine Insights Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Head and neck cancer; Etiology; Radiation therapy; Presentation (obstetrics); Head and neck; Intensive care medicine; Cancer; Pathogenesis; Bioinformatics; Oncology; Internal medicine; Surgery","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":[0.0006942267,0.0005662023,0.00127978,0.002276062,0.0002506899,0.0008202185,0.0005865605,0.0005877782,0.002291975],"category_scores_gemma":[0.00181531,0.0002057224,0.0008878122,0.002208381,0.0002961609,0.0008835307,0.0004555781,0.0007903211,0.0003820884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004310544,"about_ca_system_score_gemma":0.001211718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001503242,"about_ca_topic_score_gemma":0.003215093,"domain_scores_codex":[0.9997098,0.00006151178,0.0000851211,0.00004645509,0.00007837117,0.00001868183],"domain_scores_gemma":[0.9991997,0.0005243721,0.0001333332,0.00001044383,0.0001107909,0.00002139343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001471808,0.00005932904,0.001953974,0.09228487,0.0005190381,0.0003063929,0.0001752679,0.0002771236,0.0007476616,0.001274166,0.0203304,0.8819246],"study_design_scores_gemma":[0.00006204998,0.0004762469,0.01707733,0.1196565,0.003321857,0.01001228,0.0005602443,0.0002396193,0.0008321275,0.002733651,0.8449339,0.00009421926],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001232592,0.9994913,0.00002470026,0.00009283608,0.00004225925,0.000002996116,0.00002257512,0.000001823853,0.0001983113],"genre_scores_gemma":[0.0007360621,0.9990004,0.00006578123,0.0000668494,0.00004589433,0.00000361146,0.00002352086,5.089617e-7,0.00005745459],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002291975,"threshold_uncertainty_score":0.007667422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1627734475307797,"score_gpt":0.4938068022453198,"score_spread":0.33103335471454,"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."}}