{"id":"W4400130615","doi":"10.4103/denthyp.denthyp_9_24","title":"Assessment of Cytological Changes of Oral Mucosa in the Patients with Gastroesophageal Reflux Disease: An Analytical Cross-Sectional Study","year":2024,"lang":"en","type":"article","venue":"Dental Hypotheses","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"GERD; Buccal mucosa; Medicine; Oral mucosa; Internal medicine; Gastroenterology; Reflux; Biopsy; Exfoliative cytology; Cross-sectional study; Disease; Logistic regression; Cytology; Cancer; Pathology; 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":[0.0009608411,0.0002235242,0.0002704591,0.000680199,0.0004733735,0.0005657953,0.0002003397,0.0004151996,0.001614998],"category_scores_gemma":[0.001872723,0.0002929379,0.0002539709,0.0004309724,0.0003672648,0.0003747904,0.0003694554,0.0003094353,0.0003322772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483381,"about_ca_system_score_gemma":0.0001760555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001916,"about_ca_topic_score_gemma":0.001266072,"domain_scores_codex":[0.9994967,0.0001617551,0.00006129292,0.0001000151,0.0001191925,0.00006109444],"domain_scores_gemma":[0.9989761,0.0002252726,0.0003754176,0.00008630702,0.0001943841,0.0001425692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004615415,0.00004173022,0.9992533,0.000005470233,0.00001526654,0.00002890658,0.00005261818,0.000003692798,0.0002179395,0.00000267616,0.00001071857,0.0003214653],"study_design_scores_gemma":[0.000004471539,0.0003267401,0.9987161,0.000003512849,0.00001876909,0.0004266596,0.0002296447,0.00003072076,0.0001286456,0.000005157146,0.000107791,0.000001807705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995139,0.000145383,0.0000688709,0.00000700549,0.000002666999,0.00001555395,0.00006501032,8.702254e-7,0.0001807288],"genre_scores_gemma":[0.999649,0.00005338471,0.00008587763,0.00001845993,0.000003811216,0.00001019664,0.00008965923,4.518787e-7,0.00008911162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001614998,"threshold_uncertainty_score":0.005402684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0517448216205041,"score_gpt":0.3834408672116223,"score_spread":0.3316960455911183,"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."}}