{"id":"W3080250617","doi":"10.1016/j.radonc.2020.08.013","title":"Non-operative management for oral cavity carcinoma: Definitive radiation therapy as a potential alternative treatment approach","year":2020,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Radiation therapy; Osteoradionecrosis; Surgery; Chemotherapy; Stage (stratigraphy); Basal cell; Cancer; Distant metastasis; Oral cavity; Internal medicine; Metastasis","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":[0.00008664466,0.0002029312,0.000582998,0.00005038343,0.0001633262,0.00001275604,0.00004114644,0.00009137164,0.00003488693],"category_scores_gemma":[0.00000582051,0.0001500597,0.0001055801,0.0000861438,0.0001064973,0.0000506772,0.00001158717,0.00008311253,0.000002807095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005241378,"about_ca_system_score_gemma":0.0001318432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001349724,"about_ca_topic_score_gemma":0.00001454913,"domain_scores_codex":[0.9990393,0.00007361102,0.000175137,0.0003835945,0.00009430414,0.000234088],"domain_scores_gemma":[0.9995992,0.00005792216,0.00006504465,0.00008158223,0.00005477735,0.0001414458],"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":[0.01525447,0.001394223,0.005639276,0.0001194646,0.002641109,0.000269217,0.0474614,0.00005743197,0.003271862,0.002515889,0.002179388,0.9191962],"study_design_scores_gemma":[0.1708352,0.1549046,0.1044211,0.00006302937,0.001108409,0.0004315366,0.01111345,0.04553689,0.01647421,0.0006518291,0.4930927,0.001367013],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9582582,0.008229609,0.01038683,0.009955153,0.0002602271,0.00332733,0.00005509313,0.00005193353,0.009475681],"genre_scores_gemma":[0.9744615,0.012739,0.005221086,0.006124073,0.0005200444,0.000582939,0.00004800232,0.00002445154,0.0002789206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9178293,"threshold_uncertainty_score":0.6119257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04819803887416805,"score_gpt":0.3514594735053447,"score_spread":0.3032614346311767,"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."}}