{"id":"W3011789236","doi":"10.5624/isd.2020.50.1.53","title":"Incidental findings in a consecutive series of digital panoramic radiographs","year":2020,"lang":"en","type":"article","venue":"Imaging Science in Dentistry","topic":"Oral and Maxillofacial Pathology","field":"Dentistry","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"King's College London","keywords":"Medicine; Dentistry; Asymptomatic; Radiography; Dental practice; Oral hygiene; Condyle; Orthodontics; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002252042,0.0001383539,0.0002487168,0.0003333825,0.00006479197,0.0001923923,0.000551894,0.00004461117,0.00004970426],"category_scores_gemma":[0.0004308551,0.0001475956,0.0000680111,0.001736058,0.001711048,0.001393582,0.0003020644,0.0002292695,0.00006879258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007056072,"about_ca_system_score_gemma":0.0001305692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001999514,"about_ca_topic_score_gemma":0.00009071743,"domain_scores_codex":[0.9983772,0.00002452338,0.0003905018,0.0004497365,0.0003607282,0.0003972869],"domain_scores_gemma":[0.9995601,0.00003014019,0.0001006334,0.0001522878,0.00005480801,0.0001020019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003059924,0.00003906389,0.9313327,0.00002302583,0.000001574997,0.00193731,0.0006761689,0.000005555723,0.06462558,0.0003246567,0.00005287838,0.0009509011],"study_design_scores_gemma":[0.0006608202,0.00003951714,0.977291,0.00005981732,0.000005449043,0.001122868,0.002497738,0.0002144042,0.01605536,0.001714873,0.0001087967,0.0002293353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977786,0.00006978845,0.00005154202,0.0002744582,0.0005876943,0.0001186462,0.00007036234,0.00003893927,0.001009971],"genre_scores_gemma":[0.9996207,0.000004591792,0.0001453595,0.0001191596,0.00001706153,0.000004952252,0.000006094539,0.000008512098,0.00007352312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04857022,"threshold_uncertainty_score":0.6304429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01723775196822148,"score_gpt":0.2810520227473484,"score_spread":0.2638142707791269,"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."}}