{"id":"W4308446649","doi":"10.7717/peerj.14320","title":"Assessment of the association between periodontal disease and total cancer incidence and mortality: a meta-analysis","year":2022,"lang":"en","type":"review","venue":"PeerJ","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Internal medicine; Breast cancer; Lung cancer; Incidence (geometry); Subgroup analysis; Publication bias; Cancer; Population; Prostate cancer; Oncology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaepi_broad"],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaepi_broad"],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009238267,0.0002321506,0.002244541,0.0001221168,0.0002352814,0.00008788003,0.0002719155,0.0001687669,0.00298251],"category_scores_gemma":[0.000167715,0.0001529107,0.001461209,0.0004657272,0.0001216618,0.00007321378,0.0006256244,0.0005653563,0.00000302817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002465092,"about_ca_system_score_gemma":0.0003606567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002048265,"about_ca_topic_score_gemma":0.002132488,"domain_scores_codex":[0.9975089,0.0009337925,0.0004514003,0.0004353488,0.0004624807,0.0002080054],"domain_scores_gemma":[0.9985909,0.0003827005,0.0004885192,0.0003872469,0.00005843759,0.00009216577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001803893,0.00002370578,0.8501423,0.002547307,0.1330169,0.00001919819,0.00003593006,0.000001629527,0.000001374793,0.00003929754,0.000149628,0.01402089],"study_design_scores_gemma":[0.00005201111,0.000009801793,0.5959734,0.0000443514,0.2846184,0.000005494338,0.000008234016,0.000004383111,1.616168e-7,0.000007645129,0.1191394,0.0001367331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04894891,0.94447,0.000002545891,0.00005797932,0.0001280095,0.0004419064,0.005848711,0.00000830283,0.00009363249],"genre_scores_gemma":[0.0416129,0.9529193,0.00001343583,0.00001627413,0.00007437156,0.0002752272,0.0003610773,0.0000178949,0.004709533],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2541689,"threshold_uncertainty_score":0.9979289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1506571961943525,"score_gpt":0.4481260712105689,"score_spread":0.2974688750162163,"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."}}