{"id":"W2285788785","doi":"","title":"Pediatric Oral Pathology: A Retrospective Survey of 4,554 Biopsies.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Oral and Maxillofacial Pathology","field":"Dentistry","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shared Health","funders":"","keywords":"Medicine; Biopsy; Pathological; Population; Oral mucosa; Oral and maxillofacial pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008721433,0.0001347652,0.0003654853,0.0000885379,0.0001793332,0.00004871604,0.0004423897,0.0001839778,0.0000649967],"category_scores_gemma":[0.001933001,0.0001198957,0.00008602985,0.0001213004,0.0002575341,0.0001621681,0.0002604988,0.0001704534,0.0001306264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003393968,"about_ca_system_score_gemma":0.00002367628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001395384,"about_ca_topic_score_gemma":0.00122968,"domain_scores_codex":[0.9987252,0.0001285251,0.0002585593,0.0003197489,0.0001643596,0.000403627],"domain_scores_gemma":[0.9987074,0.00003053021,0.0003480835,0.0006377313,0.000181151,0.00009506403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005255271,0.00006046397,0.9836619,0.00001236216,0.00001377185,0.0002092935,0.00002371279,1.062226e-7,0.00005207802,0.0002447425,0.0007316672,0.01493734],"study_design_scores_gemma":[0.0005294223,0.00002812644,0.9979634,5.90335e-7,0.00003091789,0.00004231966,0.00000568541,9.564837e-7,0.0002828467,0.0006943719,0.0002907765,0.0001306209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914351,0.000117802,0.00001430111,0.0000681408,0.001757012,0.0003226395,0.0002934591,0.00005109995,0.005940462],"genre_scores_gemma":[0.9974268,0.0000350195,0.00004279292,0.00003718791,0.0001414591,0.0001556082,0.00001813354,0.00001614931,0.002126815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01480672,"threshold_uncertainty_score":0.4889206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05677520675959005,"score_gpt":0.2822950941832186,"score_spread":0.2255198874236286,"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."}}