{"id":"W3165257460","doi":"10.1148/rg.2021200187","title":"Practical Approach to Radiopaque Jaw Lesions","year":2021,"lang":"en","type":"article","venue":"Radiographics","topic":"Oral and Maxillofacial Pathology","field":"Dentistry","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; BC Cancer Agency","funders":"","keywords":"Medicine; Differential diagnosis; Radiology; Lesion; Radiography; Pathology","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":[0.0002010054,0.0001625653,0.0002677929,0.00018274,0.0001682271,0.00006907369,0.0001521941,0.0002201275,0.0001151606],"category_scores_gemma":[0.0003238696,0.0001570822,0.0002283705,0.001213748,0.0001038116,0.000111798,0.0001173774,0.0003752071,0.0003330887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001950155,"about_ca_system_score_gemma":0.00009866033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005095696,"about_ca_topic_score_gemma":0.00007166013,"domain_scores_codex":[0.998534,0.000147386,0.0002388194,0.0004473559,0.0002574744,0.0003750074],"domain_scores_gemma":[0.9990107,0.00006568633,0.00004534444,0.000475999,0.0001195722,0.0002827353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001317748,0.002185772,0.0421937,0.0001406219,0.0003038103,0.007165554,0.0005885847,0.00007070583,0.02550729,0.7704461,0.1324378,0.01882832],"study_design_scores_gemma":[0.000932901,0.0001483371,0.08722802,0.00002310533,0.000172413,0.00697493,0.0005322013,0.0001589768,0.003511488,0.00500446,0.8945794,0.0007337871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7266517,0.001157697,0.0802678,0.01040416,0.004828409,0.0008386578,0.0002026243,0.0007812452,0.1748677],"genre_scores_gemma":[0.9541606,0.0002212756,0.03920022,0.002159363,0.0002963995,0.00004661891,0.00008681985,0.00004581799,0.00378283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7654416,"threshold_uncertainty_score":0.6405625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05545926253097739,"score_gpt":0.3268987837545061,"score_spread":0.2714395212235287,"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."}}