{"id":"W4387392916","doi":"10.1002/hed.27539","title":"Clinical outcomes of oral epithelial dysplasia managed by observation versus excision","year":2023,"lang":"en","type":"article","venue":"Head & Neck","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University of Toronto; University Health Network; Public Health Ontario","funders":"","keywords":"Medicine; Malignancy; Malignant transformation; Surgery; Epithelial dysplasia; Cancer; Surgical excision; Dysplasia; Pathology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004747383,0.0001293015,0.0003506092,0.00005694429,0.0001080245,0.000007312292,0.0001180098,0.0002139564,0.0001462563],"category_scores_gemma":[0.0001700011,0.0001101597,0.0001362512,0.0002249246,0.00006701994,0.00008663838,0.00006353336,0.0001920129,0.002829728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003711945,"about_ca_system_score_gemma":0.00003015696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001559203,"about_ca_topic_score_gemma":0.000290303,"domain_scores_codex":[0.9984853,0.0002023121,0.0005403649,0.0002820612,0.0002200063,0.0002699279],"domain_scores_gemma":[0.9989835,0.0004174655,0.0001469306,0.0003241674,0.00004114419,0.000086785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007741569,0.0002423765,0.9610014,0.00005003487,0.00006596194,0.0002294218,0.00004798576,0.000002760114,0.00007456194,0.0004860411,0.0178607,0.0191646],"study_design_scores_gemma":[0.003648525,0.0004322296,0.9856978,0.00002045996,0.00004725359,0.00000351445,0.00003324346,0.00009538152,0.0001341016,0.0003630896,0.009439089,0.00008530669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959216,0.00005000322,0.0000237819,0.0006114386,0.002483678,0.0002341675,0.00009170083,0.0001391587,0.0004444566],"genre_scores_gemma":[0.9938797,0.00007266703,0.0008638157,0.0001979809,0.00006329532,0.00002035496,0.0001910062,0.00001851642,0.004692601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02469641,"threshold_uncertainty_score":0.9979467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1366467987324983,"score_gpt":0.4374093962362147,"score_spread":0.3007625975037164,"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."}}