{"id":"W4306410935","doi":"10.1002/pbc.30000","title":"Imaging of pediatric bone tumors: A COG Diagnostic Imaging Committee/SPR Oncology Committee White Paper","year":2022,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Osteosarcoma; Sarcoma; Cog; Primary bone; Pediatric oncology; Bone Sarcoma; Bone cancer; Radiology; Cancer; Pathology; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005179425,0.0004744421,0.001074269,0.0005914454,0.000376281,0.00002924537,0.0003227297,0.00006639268,0.002991685],"category_scores_gemma":[0.0002425927,0.0004595775,0.0003803507,0.00130515,0.0001070148,0.0001627044,0.0004752221,0.0007340336,0.00004142008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003800998,"about_ca_system_score_gemma":0.0007535433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001353302,"about_ca_topic_score_gemma":0.00008699948,"domain_scores_codex":[0.9963197,0.0002715929,0.0009734634,0.0007299561,0.000871107,0.0008341717],"domain_scores_gemma":[0.9967878,0.001324476,0.0006057807,0.0007140884,0.0002298195,0.0003380392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001134728,0.003026088,0.9405466,0.0002794201,0.0001930059,0.001446171,0.0006577208,0.00007126707,0.00005465107,0.00003952318,0.04665168,0.006920343],"study_design_scores_gemma":[0.01414072,0.0007874292,0.93716,0.00007743631,0.01237724,0.0009144287,0.00121444,0.0001825447,0.0001669372,0.000169127,0.03195129,0.0008584161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8053625,0.1810954,0.00001069405,0.009039483,0.0009053186,0.001123025,0.0003183228,0.0001729074,0.001972377],"genre_scores_gemma":[0.9819918,0.009887015,0.0004099285,0.003423577,0.00234336,0.001570965,0.00009005269,0.0001118458,0.0001714357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1766293,"threshold_uncertainty_score":0.9997856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276287215619608,"score_gpt":0.2769236183004968,"score_spread":0.2641607461443007,"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."}}