{"id":"W1982816646","doi":"10.1097/rti.0b013e3181cbc262","title":"The Journal of Thoracic Imaging","year":2010,"lang":"en","type":"article","venue":"Journal of Thoracic Imaging","topic":"Radiology practices and education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Thorax (insect anatomy); Roentgen; Radiology; Pneumothorax; Fluoroscopy; Pneumonia; Anatomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005151693,0.0001368485,0.000341416,0.0002786283,0.0002642571,0.0001066169,0.0003208955,0.00004644855,0.00007495539],"category_scores_gemma":[0.001680689,0.00008222026,0.0002177162,0.0001997322,0.0001793602,0.000860759,0.00003303317,0.001624363,0.00001179888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007116564,"about_ca_system_score_gemma":0.000457629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007854589,"about_ca_topic_score_gemma":0.000001808362,"domain_scores_codex":[0.9981455,0.0002063119,0.0008485538,0.0000815514,0.0004304303,0.0002876745],"domain_scores_gemma":[0.9962031,0.0005595125,0.001818079,0.0002665035,0.0009543899,0.0001984385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001387954,0.000183191,0.1386487,0.00008442548,0.0002075695,0.000390861,0.001616131,0.00002346374,0.1085502,0.00003872636,0.01459308,0.7342757],"study_design_scores_gemma":[0.002092003,0.0007932421,0.2121284,0.001938398,0.004291258,0.311228,0.02401464,0.0062987,0.058269,0.00429647,0.3738866,0.0007632],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548244,0.005240227,0.002257404,0.03120944,0.004624944,0.00008141304,4.254739e-7,0.000007928735,0.001753827],"genre_scores_gemma":[0.9887312,0.0006718103,0.007213377,0.0005817246,0.002485,3.923515e-7,4.524028e-7,0.00002378252,0.0002922321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7335125,"threshold_uncertainty_score":0.7057138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01559442927155156,"score_gpt":0.393577647716595,"score_spread":0.3779832184450435,"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."}}