{"id":"W3119680478","doi":"10.1007/s12105-020-01262-9","title":"Proliferative Verrucous Leukoplakia: An Expert Consensus Guideline for Standardized Assessment and Reporting","year":2021,"lang":"en","type":"article","venue":"Head and Neck Pathology","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":93,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Guideline; Leukoplakia; Biopsy; Otorhinolaryngology; Concordance; Basal cell; Dermatology; Head and neck; Kappa; Verrucous carcinoma; Pathology; Radiology; Surgery; Internal medicine; Cancer","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":[0.0007806754,0.0001966747,0.0005845067,0.00003979772,0.0003736293,0.00002782356,0.00003091029,0.0002298868,0.00004660811],"category_scores_gemma":[0.0003053121,0.0001717272,0.00005439107,0.00005159485,0.0001505651,0.00005212696,0.00006179854,0.0001812763,0.000003498069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005809297,"about_ca_system_score_gemma":0.0002922638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002086681,"about_ca_topic_score_gemma":0.0003894299,"domain_scores_codex":[0.9976822,0.0003073288,0.0009461736,0.0005990476,0.00009975404,0.0003654815],"domain_scores_gemma":[0.9987184,0.0001729791,0.000435411,0.0002690967,0.0002479812,0.0001561296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004019582,0.002279876,0.6805363,0.0007664457,0.0004477238,0.1184955,0.005862467,0.0000184923,0.05060817,0.02134131,0.0180362,0.09758788],"study_design_scores_gemma":[0.03840892,0.009069877,0.7382481,0.0003418313,0.0004428497,0.09650127,0.006348278,0.00254721,0.02161471,0.01250758,0.07229126,0.001678082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931712,0.002424088,0.001196173,0.001428088,0.0004447442,0.0004812661,0.0001549499,0.00006827754,0.0006312676],"genre_scores_gemma":[0.942338,0.000169111,0.05494817,0.001613035,0.0001802794,0.0001697005,0.0001776595,0.00002425127,0.0003797234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0959098,"threshold_uncertainty_score":0.7002831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037265447065053,"score_gpt":0.4621474561080916,"score_spread":0.3584209114015863,"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."}}