{"id":"W4414557958","doi":"10.1016/j.ijrobp.2025.06.3155","title":"Development of the Ontology for Osteoradionecrosis of the Jaws (ORNJ-O) for Classification System Harmonization","year":2025,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Oral health in cancer treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"SNOMED CT; Ontology; Systematized Nomenclature of Medicine; Semantics (computer science); Metadata; Expert system","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":[0.004308405,0.001191371,0.001294128,0.007516762,0.001978816,0.004381902,0.002490399,0.001588118,0.005019028],"category_scores_gemma":[0.007542182,0.0009254946,0.003852475,0.004132769,0.0007769505,0.00435745,0.004871035,0.002775931,0.002903177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003267376,"about_ca_system_score_gemma":0.0109924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02723254,"about_ca_topic_score_gemma":0.03587978,"domain_scores_codex":[0.9959522,0.000413755,0.0011752,0.0008179219,0.001327267,0.0003137064],"domain_scores_gemma":[0.9960678,0.0007965178,0.0004037103,0.0008523283,0.001537535,0.0003420254],"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":[0.00046241,0.00101456,0.02833803,0.00672378,0.0008544932,0.002865135,0.005307196,0.01284816,0.03602723,0.1284541,0.2031464,0.5739586],"study_design_scores_gemma":[0.0001088613,0.0001281405,0.01895508,0.00205231,0.0005456777,0.00163169,0.001884547,0.04197481,0.01667207,0.04609752,0.8696956,0.0002537717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02783127,0.00147862,0.8091564,0.003051209,0.001298853,0.004216012,0.09044262,0.03818974,0.02433523],"genre_scores_gemma":[0.05314365,0.001444874,0.7605175,0.001055866,0.000160133,0.001828899,0.1704632,0.004072476,0.007313493],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02723254,"threshold_uncertainty_score":0.05414802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05192863875377709,"score_gpt":0.3886589664065597,"score_spread":0.3367303276527827,"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."}}