{"id":"W2333760250","doi":"10.1097/lbr.0000000000000044","title":"The American Association for Bronchology and Interventional Pulmonology 2013–2014 Research Award Recipient","year":2014,"lang":"en","type":"article","venue":"Journal of Bronchology & Interventional Pulmonology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pulmonology; Pulmonary medicine; Respiratory Medicine; Family medicine; Library science; Internal medicine; Surgery; Intensive care medicine","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":[0.004648395,0.0002442272,0.0008654044,0.0005287908,0.0003541348,0.00004988599,0.0003613987,0.0003089081,0.0001358013],"category_scores_gemma":[0.001739667,0.0001781854,0.0007203609,0.0001906062,0.0009309149,0.0001263934,0.0001907005,0.000981076,0.00006601287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143903,"about_ca_system_score_gemma":0.0001718733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001105738,"about_ca_topic_score_gemma":0.0003124574,"domain_scores_codex":[0.9958932,0.001139848,0.001292106,0.0004877954,0.00044954,0.0007374821],"domain_scores_gemma":[0.9936898,0.002850382,0.001509302,0.0003496238,0.00139114,0.0002098004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005849076,0.003103898,0.4614966,0.0001400236,0.003563485,0.0001065867,0.0001290956,0.00002464143,0.001102302,0.03100582,0.4127353,0.08074328],"study_design_scores_gemma":[0.004642406,0.01676066,0.6466516,0.0001811672,0.0003647281,0.002656783,0.0001356999,0.0000939979,0.000219264,0.02022804,0.3079001,0.0001656134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8554063,0.004599864,0.0022161,0.1341924,0.002486187,0.0005676061,0.00002473444,0.00002166736,0.0004851721],"genre_scores_gemma":[0.9926403,0.00140277,0.001161353,0.0008923263,0.001066824,0.000181829,0.00003782895,0.00003664381,0.002580144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.185155,"threshold_uncertainty_score":0.726619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03393758299966397,"score_gpt":0.391878440572187,"score_spread":0.357940857572523,"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."}}