{"id":"W4390699315","doi":"10.3389/froh.2023.1349252","title":"Grand challenges and future oral epidemiology research","year":2024,"lang":"en","type":"article","venue":"Frontiers in Oral Health","topic":"Dental Health and Care Utilization","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Epidemiology; Medicine; Front (military); Oral health; Environmental health; Political science; Family medicine; Geography; Pathology","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":[0.004001967,0.0001322213,0.0004033547,0.0003678674,0.0001477529,0.00002674701,0.0001275898,0.0002195508,0.00003985732],"category_scores_gemma":[0.0001114532,0.0001189204,0.00003900933,0.0003785892,0.0001491268,0.0001507686,0.00006161885,0.0006371478,0.00006435209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003130563,"about_ca_system_score_gemma":0.0002036285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004396167,"about_ca_topic_score_gemma":0.005715359,"domain_scores_codex":[0.9969718,0.001139185,0.0004266935,0.0004849866,0.0002364963,0.0007408304],"domain_scores_gemma":[0.9992296,0.0001903349,0.00004012989,0.0002011413,0.00004551075,0.0002932749],"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":[0.00009177361,0.0000262032,0.02180585,0.001051772,0.00000704343,0.00006620643,0.0004605768,4.652859e-7,1.898889e-7,0.01074022,0.2184542,0.7472955],"study_design_scores_gemma":[0.0006174788,0.0003947016,0.234541,0.000247991,0.000004253123,0.00009935741,0.004014191,0.001425958,0.000002036454,0.03180699,0.7266756,0.0001704258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1029396,0.8590193,0.001337988,0.015386,0.01644581,0.0008670159,0.00006051107,0.0002187885,0.003724972],"genre_scores_gemma":[0.7883704,0.1966771,0.006952102,0.002873684,0.001744008,0.0000947453,0.0001679658,0.00007938062,0.003040666],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7471251,"threshold_uncertainty_score":0.4849434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1345024997625309,"score_gpt":0.4544622117964354,"score_spread":0.3199597120339045,"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."}}