{"id":"W4413372348","doi":"10.1177/23814683251353226","title":"Simulation Modeling of Oral Cancer Development with Risk Stratification: How Potential Screening Programs Can Be Evaluated","year":2025,"lang":"en","type":"article","venue":"MDM Policy & Practice","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"National Institute of Dental and Craniofacial Research","keywords":"Medicine; Cancer; Life expectancy; Population; Biopsy; Cancer registry; Incidence (geometry); Internal medicine; Risk assessment; Oncology; Environmental health","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":[0.002704926,0.001153241,0.001328394,0.0009915663,0.0006034634,0.00169082,0.001805892,0.002059948,0.007127696],"category_scores_gemma":[0.01536208,0.001014322,0.001384251,0.0008069432,0.0008537552,0.001551329,0.001362311,0.001104762,0.0004602061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002169356,"about_ca_system_score_gemma":0.002809632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03997899,"about_ca_topic_score_gemma":0.01878792,"domain_scores_codex":[0.9988549,0.0007216879,0.00004202394,0.0001138967,0.0001243482,0.0001431701],"domain_scores_gemma":[0.9927552,0.005636481,0.0005591479,0.0002408529,0.0005602125,0.0002480481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002155702,0.00001487181,0.001354943,0.00001740713,0.00002083147,0.0000330142,0.00002229589,0.9904304,0.00006277907,0.005848462,0.00029934,0.001874019],"study_design_scores_gemma":[0.00001599328,0.00001331671,0.0001310176,0.00001573152,0.00001677105,0.00001155619,0.00001840953,0.990965,0.00005250662,0.008163205,0.0005887294,0.000007726475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1940126,0.001902488,0.749213,0.005952913,0.0003678968,0.0004811338,0.001604831,0.001019409,0.0454457],"genre_scores_gemma":[0.8883106,0.001592068,0.09728639,0.0007772625,0.0001541839,0.0007054533,0.0007244538,0.0002696984,0.01017988],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03997899,"threshold_uncertainty_score":0.07949257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1003565838099902,"score_gpt":0.4446958089949375,"score_spread":0.3443392251849473,"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."}}