{"id":"W1604383845","doi":"10.1371/journal.pone.0126760","title":"Quantitative Risk Stratification of Oral Leukoplakia with Exfoliative Cytology","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Beijing Municipal Administration of Hospitals; National Natural Science Foundation of China","keywords":"Medicine; Exfoliative cytology; Epithelial dysplasia; Oral leukoplakia; Histopathology; Leukoplakia; Basal cell; Cytology; Dermatology; Pathology; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002825039,0.0003448616,0.0004944736,0.001759996,0.0001831298,0.0007148914,0.000348985,0.000312392,0.0003676544],"category_scores_gemma":[0.008359537,0.0001595978,0.0003456843,0.0009000486,0.0003236123,0.0003905054,0.0006363926,0.0003557278,0.0001137426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003342311,"about_ca_system_score_gemma":0.0002259123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007693545,"about_ca_topic_score_gemma":0.0007123078,"domain_scores_codex":[0.9979362,0.0009446142,0.000229057,0.000259489,0.0005389017,0.00009176319],"domain_scores_gemma":[0.9961988,0.001596086,0.001221269,0.0004265295,0.0004423002,0.0001149556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001354154,0.0001831247,0.9401386,0.00008681139,0.0001542981,0.0002075894,0.0002977923,0.005103077,0.01384197,0.000226242,0.0001572516,0.03824901],"study_design_scores_gemma":[0.00003995471,0.001036813,0.9214363,0.00002134947,0.0001492696,0.000978986,0.0004146601,0.06101254,0.01347885,0.0006466111,0.00072984,0.00005490106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926938,0.0002069105,0.00669637,0.00001909807,0.000004264042,0.00003651028,0.0001476776,0.00002662555,0.0001687473],"genre_scores_gemma":[0.9961966,0.00003443475,0.00351022,0.000004416269,0.000003465328,0.00001596147,0.0001815856,0.000003306724,0.00005014452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002825039,"threshold_uncertainty_score":0.01494038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.200317319598464,"score_gpt":0.3580392864777063,"score_spread":0.1577219668792422,"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."}}