{"id":"W4413788070","doi":"10.1016/j.oooo.2025.08.001","title":"Spongiotic gingival hyperplasia: identifying new mechanisms and a survey of clinical approach","year":2025,"lang":"en","type":"article","venue":"Oral Surgery Oral Medicine Oral Pathology and Oral Radiology","topic":"Oral and gingival health research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health; Sunnybrook Health Science Centre; Western University; Public Health Ontario; University of Toronto","funders":"Faculty of Dentistry, University of Toronto","keywords":"Medicine; Dermatology; Hyperplasia; Dentistry; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005255657,0.001094914,0.001734855,0.008970419,0.0008879141,0.002661032,0.001728558,0.001812509,0.002945244],"category_scores_gemma":[0.005365019,0.0005313615,0.0009809209,0.003441525,0.003404151,0.004220643,0.001437283,0.001329505,0.0008349873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661671,"about_ca_system_score_gemma":0.003092471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002292343,"about_ca_topic_score_gemma":0.003584421,"domain_scores_codex":[0.9974068,0.0007742047,0.0005324244,0.0004257871,0.0006632995,0.0001975004],"domain_scores_gemma":[0.9953299,0.002590202,0.0004794347,0.0002219459,0.001144625,0.0002338546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00086093,0.0005496094,0.122949,0.003611981,0.0001758055,0.005217563,0.001004866,0.0009660408,0.006372368,0.005660973,0.003250211,0.8493806],"study_design_scores_gemma":[0.0003126813,0.005180364,0.4702867,0.01447811,0.001600934,0.191823,0.02026896,0.006293077,0.008972647,0.03542725,0.2446212,0.0007350321],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05885863,0.9148497,0.006862782,0.00835179,0.000260215,0.0001360334,0.0002100135,0.00008871272,0.01038223],"genre_scores_gemma":[0.1805868,0.8036665,0.009261579,0.002741989,0.001253899,0.00009740346,0.0002346469,0.00004353287,0.002113633],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008970419,"threshold_uncertainty_score":0.0277949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3014999233977875,"score_gpt":0.5229407611674926,"score_spread":0.221440837769705,"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."}}