{"id":"W4408810046","doi":"10.3390/cancers17071094","title":"Beyond Genetics: Exploring Lifestyle, Microbiome, and Social Determinants in Oral Cancer Development","year":2025,"lang":"en","type":"review","venue":"Cancers","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Cancer; Oral Microbiome; Medicine; Socioeconomic status; Microbiome; Bioinformatics; Oral cavity; Environmental health; Internal medicine; Biology; Population; Dentistry","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":[0.002618432,0.0004633344,0.0008454271,0.001085568,0.0006195938,0.001687658,0.0003668958,0.0008129571,0.003425052],"category_scores_gemma":[0.006300196,0.000194587,0.001421205,0.001749904,0.0006886274,0.001741421,0.001211431,0.001107414,0.0003135387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009544534,"about_ca_system_score_gemma":0.002937311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008835145,"about_ca_topic_score_gemma":0.01422768,"domain_scores_codex":[0.9984038,0.0009832778,0.00008601887,0.0002100739,0.0002112013,0.0001054511],"domain_scores_gemma":[0.9968113,0.00215586,0.0003466128,0.00009474384,0.0004138162,0.0001776815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006480211,0.0003262492,0.2224544,0.02968916,0.00414656,0.0008412153,0.005798791,0.0006038936,0.00130975,0.02768786,0.0255705,0.6809236],"study_design_scores_gemma":[0.0001186861,0.0009447404,0.5092978,0.04667807,0.008720446,0.00234934,0.009296129,0.001275921,0.001034865,0.06315015,0.3569534,0.0001804829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04909186,0.9161236,0.004444171,0.01881447,0.001326862,0.0001148334,0.001058909,0.00003201181,0.008993273],"genre_scores_gemma":[0.293404,0.6864473,0.007914921,0.006413136,0.001216656,0.0002771188,0.0007291212,0.00002982312,0.003568047],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008835145,"threshold_uncertainty_score":0.0175674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1062458627800432,"score_gpt":0.3868531003408687,"score_spread":0.2806072375608255,"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."}}