{"id":"W2105607885","doi":"10.1111/cdoe.12093","title":"Decision making on detection and triage of oral mucosa lesions in community dental practices: screening decisions and referral","year":2014,"lang":"en","type":"article","venue":"Community Dentistry And Oral Epidemiology","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Vancouver Hospital and Health Sciences Centre; BC Cancer Agency; University of British Columbia","funders":"National Institute of Dental and Craniofacial Research","keywords":"Medicine; Referral; Triage; Risk assessment; Cancer; Oral medicine; Intervention (counseling); Medical history; Internal medicine; Emergency medicine; Dentistry; Family 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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.00824994,0.0002661401,0.0008316519,0.0002307697,0.00144585,0.00002409494,0.0002573229,0.0004912541,0.00002131444],"category_scores_gemma":[0.01600036,0.0002421419,0.00007072337,0.0001910692,0.0005800726,0.0002545761,0.0006386494,0.002194406,0.000009867403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004496246,"about_ca_system_score_gemma":0.00001769842,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00410388,"about_ca_topic_score_gemma":0.03363226,"domain_scores_codex":[0.9850248,0.01331666,0.0008609341,0.0002947854,0.0001081117,0.000394709],"domain_scores_gemma":[0.9723284,0.02605952,0.0007112731,0.0006770156,0.00005164333,0.0001721985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001398044,0.0005559305,0.7252163,0.0001176372,0.00004401501,0.00009017122,0.0003992151,0.00002737524,0.0001654916,0.001354232,0.00007880513,0.2705528],"study_design_scores_gemma":[0.002407094,0.0009407495,0.9792326,0.0004277903,0.00007531381,0.00121947,0.001609154,0.001254832,0.00007174653,0.01233057,0.0002467255,0.0001839182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917707,0.0005717987,0.006689007,0.0001132314,0.0003338704,0.0002532094,0.00003203899,0.00003681697,0.0001993524],"genre_scores_gemma":[0.9902794,0.0003012042,0.008834708,0.0004602397,0.00002153266,0.00001736259,0.00004281678,0.00001588282,0.00002689746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2703689,"threshold_uncertainty_score":0.9998541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.265333494434129,"score_gpt":0.4747256140912823,"score_spread":0.2093921196571534,"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."}}