{"id":"W4311890333","doi":"10.5772/intechopen.109015","title":"Periodontitis, Its Associations, and Prevention","year":2022,"lang":"en","type":"book-chapter","venue":"Dentistry","topic":"Oral microbiology and periodontitis research","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Periodontitis; Psychological intervention; Medicine; Population; Disease prevention; Intensive care medicine; Psychology; Environmental health; Dentistry; Nursing","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000312707,0.0003210931,0.0004660145,0.000168701,0.0005381575,0.0002144532,0.0003369117,0.000654934,0.06229185],"category_scores_gemma":[0.00009249163,0.0003963863,0.0002325353,0.00004171225,0.0001348874,0.0002021378,0.0005141601,0.001086154,0.002309509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083897,"about_ca_system_score_gemma":0.0001315367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004988694,"about_ca_topic_score_gemma":0.0003294698,"domain_scores_codex":[0.9981546,0.0001030978,0.0004244439,0.000613014,0.00036535,0.0003395248],"domain_scores_gemma":[0.9990543,0.00008391042,0.0002820221,0.0003656539,0.0001041248,0.0001100587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000206968,0.0002567874,0.03063237,0.001354661,0.002705955,0.01108736,0.0002792494,0.000002888762,0.005604206,0.3863019,0.5053013,0.05626639],"study_design_scores_gemma":[0.0003943247,0.00007929618,0.02031788,0.000106215,0.0001152744,0.001152556,0.00001485548,0.000001730624,0.00006866467,0.002232607,0.9750457,0.0004708233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03403603,0.03476394,0.00003551625,0.000225647,0.005781317,0.001002712,0.008387583,0.0002669993,0.9155003],"genre_scores_gemma":[0.01620321,0.00224876,0.00008089227,0.00006460618,0.0003098815,0.00003712363,0.002580516,0.00007990148,0.9783951],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4697445,"threshold_uncertainty_score":0.9998488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04449639840288259,"score_gpt":0.3197781979871075,"score_spread":0.2752817995842249,"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."}}