{"id":"W2143227713","doi":"10.12968/denn.2014.10.9.507","title":"Oral ulceration: aetiology, diagnosis and treatment","year":2014,"lang":"en","type":"article","venue":"Dental Nursing","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Etiology; Dental nurse; Intensive care medicine; Dermatology; General surgery; Dentistry; Nursing; Nurse education; Internal medicine","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":[0.00007466444,0.0001149218,0.0001545787,0.00003820426,0.0002408859,0.00002330059,0.00003093336,0.00009680432,0.0001208615],"category_scores_gemma":[0.00001042726,0.00009834339,0.00003664127,0.00004205596,0.0001295093,0.0000725125,0.0000097506,0.00005551939,0.0002978982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001576909,"about_ca_system_score_gemma":0.000007695684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005876414,"about_ca_topic_score_gemma":0.0002768401,"domain_scores_codex":[0.9992653,0.00012291,0.0001359446,0.0002221985,0.00005770978,0.0001958951],"domain_scores_gemma":[0.9996741,0.00006922633,0.00004029388,0.0001216965,0.00001054405,0.00008417922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006362603,0.000405199,0.6822214,0.000008001659,0.00002388306,0.00009438123,0.0003132959,0.000002535852,0.00007033799,0.003287458,0.000845841,0.312664],"study_design_scores_gemma":[0.001957544,0.0009624038,0.9856625,0.0000688463,0.00009584518,0.0006690087,0.0002004593,0.0002384131,0.00210561,0.001597101,0.006268495,0.0001737905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947037,0.0004445095,0.0001382241,0.0004878219,0.0008997509,0.0001774265,0.00001059429,0.00005990479,0.003078098],"genre_scores_gemma":[0.9984027,0.00004933376,0.0006511777,0.0002128151,0.0001537204,0.00005166663,0.00004290905,0.000009805751,0.0004258289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3124903,"threshold_uncertainty_score":0.4010327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03584602576435182,"score_gpt":0.3546216125499647,"score_spread":0.3187755867856129,"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."}}