{"id":"W2117128146","doi":"10.1097/01.sla.0000137132.01881.57","title":"Peripheral Lung Nodules","year":2004,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Hospital and Health Sciences Centre","funders":"","keywords":"Medicine; Microcoil; Nodule (geology); Fluoroscopy; Radiology; Thoracotomy; Thoracoscopy; Pneumothorax; Video-assisted thoracoscopic surgery; Cardiothoracic surgery; Lung; Surgery; Electromagnetic coil","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":[0.0001052235,0.00007501289,0.000254276,0.00005643702,0.0000206885,0.000004806783,0.00002010636,0.00003222043,0.0001640846],"category_scores_gemma":[0.00003336398,0.00005847161,0.0001875333,0.0000863509,0.00003544287,0.00004997629,0.000009384434,0.00003543335,0.00001476816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003913219,"about_ca_system_score_gemma":0.0001126964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001681656,"about_ca_topic_score_gemma":0.000006793527,"domain_scores_codex":[0.9994088,0.00000685473,0.0001696222,0.0001170613,0.0001453758,0.0001522194],"domain_scores_gemma":[0.9995679,0.00005900019,0.00005084462,0.0001622877,0.00008249297,0.00007743767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001740557,0.0009315354,0.923497,0.0003273688,0.0004206152,0.0002174416,0.0002400941,0.00004833034,0.0003547822,0.001283125,0.05765763,0.01484807],"study_design_scores_gemma":[0.0008139641,0.0001232073,0.9294611,0.0007795098,0.00008573227,0.00003130229,0.00005054103,0.000004809844,0.05733272,0.0006094201,0.01056572,0.0001419474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831514,0.003522304,0.00001048113,0.01085077,0.0001512891,0.0000827468,0.000008003097,0.00002495915,0.002198031],"genre_scores_gemma":[0.9962618,0.001772143,0.0001068698,0.00155381,0.0001197438,0.00001481663,0.00001408821,0.00001071952,0.0001460225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05697794,"threshold_uncertainty_score":0.2384403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.14338104701763,"score_gpt":0.3647435250773555,"score_spread":0.2213624780597255,"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."}}