{"id":"W4391364307","doi":"10.21037/jtd-23-464","title":"Benign tumors of the chest wall","year":2024,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Soft tissue tumor case studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Radiological weapon; Asymptomatic; Radiology; Biopsy; Chest radiograph; Radiography; Surgery","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":[0.0003338602,0.0001116387,0.0003004302,0.0001224192,0.00003938542,0.00001789282,0.0001466655,0.00001898703,0.0001188105],"category_scores_gemma":[0.0006562025,0.00006269257,0.0003814907,0.0002884645,0.0001244106,0.00008957629,0.00005900155,0.0002509851,0.00002211632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000667569,"about_ca_system_score_gemma":0.0003643513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003518941,"about_ca_topic_score_gemma":7.066048e-7,"domain_scores_codex":[0.9988022,0.00005058544,0.0004077484,0.0000994185,0.0005045338,0.0001354625],"domain_scores_gemma":[0.9990489,0.0001088757,0.000176162,0.0002461436,0.0001777522,0.0002421403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01055206,0.003453044,0.5168952,0.03183935,0.004917663,0.06816846,0.01013525,0.0003019599,0.01790168,0.003956483,0.1882796,0.1435993],"study_design_scores_gemma":[0.0009145429,0.0006606656,0.9272993,0.01305072,0.004424101,0.002556023,0.00127741,0.000350586,0.007632995,0.003051398,0.03844723,0.0003350717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725773,0.01685674,0.00002444285,0.008646999,0.0006162105,0.0001558093,0.000015158,0.00002410407,0.001083245],"genre_scores_gemma":[0.9976042,0.00009488005,0.0001841393,0.0002342076,0.0004034729,0.000002110752,6.338225e-7,0.00002125453,0.001455098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.410404,"threshold_uncertainty_score":0.2556529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02166227547738832,"score_gpt":0.3429680015770479,"score_spread":0.3213057260996596,"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."}}