{"id":"W174390846","doi":"10.18907/jjsre.33.special_s119","title":"EBUS-TBNA in North America","year":2011,"lang":"en","type":"article","venue":"Kikanshigaku","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Computer science","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":[0.00003217848,0.0001087106,0.0002042124,0.0000722296,0.00002063321,0.000004917437,0.00005801408,0.00003577266,0.000655483],"category_scores_gemma":[0.00001342456,0.00008558719,0.00006240213,0.0002361144,0.00004130414,0.00004231237,0.00001862968,0.0001021648,0.0003498216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001253155,"about_ca_system_score_gemma":0.00005647635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008135908,"about_ca_topic_score_gemma":0.001204366,"domain_scores_codex":[0.9992808,0.00001454751,0.0001524763,0.0002100727,0.0001274825,0.0002146032],"domain_scores_gemma":[0.9995427,0.00001908232,0.00003341593,0.000265172,0.00002330973,0.0001163502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000825973,0.0006354655,0.9817519,0.00003247487,0.00004883205,0.0002360153,0.001684881,8.59484e-7,0.0000117881,0.0001271368,0.002755391,0.01263267],"study_design_scores_gemma":[0.001571925,0.0002973886,0.9762335,0.00005399849,0.00006208145,0.000007545971,0.0001049012,0.00001050998,0.0005004046,0.00006634463,0.02099605,0.00009533532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460412,0.0004661064,0.00001059765,0.0006611095,0.0001329341,0.0002499089,0.000007171705,0.00005560991,0.05237534],"genre_scores_gemma":[0.9972386,0.0002459715,0.0008289397,0.001044853,0.00007296827,0.00008122248,0.00002109448,0.00001653403,0.000449859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05192548,"threshold_uncertainty_score":0.717708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03151976849952519,"score_gpt":0.2666561072147579,"score_spread":0.2351363387152327,"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."}}