{"id":"W4412823148","doi":"10.47176/mjiri.39.56","title":"Exploring Dental Caries and Associated Factors in 3-Year-Old Iranian Children: An Application of Random Forest for Zero-Inflated Poisson Process","year":2025,"lang":"en","type":"article","venue":"Medical Journal of the Islamic Republic of Iran","topic":"Dental Health and Care Utilization","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Random forest; Poisson regression; Dental floss; Medicine; Dentistry; Early childhood caries; Random effects model; Dental plaque; Tooth brushing; Mathematics; Statistics; Oral health; Environmental health; Computer science; Population","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":[0.001132813,0.0001222119,0.0004263672,0.0002337932,0.00007339427,0.00002867816,0.0003937136,0.0001566521,0.000008059304],"category_scores_gemma":[0.001621239,0.00008713979,0.00012833,0.000490002,0.0001319142,0.0003551842,0.00004744113,0.0002738743,1.100203e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009366558,"about_ca_system_score_gemma":0.000175467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004332318,"about_ca_topic_score_gemma":0.002629124,"domain_scores_codex":[0.9978939,0.0001442012,0.0009616585,0.0001509219,0.0006552538,0.0001941197],"domain_scores_gemma":[0.9986064,0.0001747361,0.0007057397,0.0001731245,0.0002547918,0.00008525333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005141963,0.0002166116,0.9868286,0.0002248621,0.00007749613,0.000002289016,0.0007555709,0.00003725829,0.0004851246,0.0005521852,0.00005317358,0.01025264],"study_design_scores_gemma":[0.005207211,0.000146179,0.9872903,0.0005042256,0.0000636271,0.00003007526,0.00112055,0.001052987,0.002934499,0.00156531,0.00001106877,0.00007398507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975675,0.0001230107,0.001130085,0.0001704319,0.0004590234,0.0004547313,0.00002058866,0.0000106152,0.00006394975],"genre_scores_gemma":[0.9997489,0.00004320776,0.00001596487,0.0000582714,0.00004204557,0.00001029092,0.00003228067,0.00001229606,0.00003678217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01017865,"threshold_uncertainty_score":0.3553458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02208909838552221,"score_gpt":0.3001969864725285,"score_spread":0.2781078880870063,"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."}}