{"id":"W4402576244","doi":"10.1097/rti.0000000000000811","title":"Diagnostic Accuracy of Ultrasound Guidance in Transthoracic Needle Biopsy","year":2024,"lang":"en","type":"review","venue":"Journal of Thoracic Imaging","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval","funders":"","keywords":"Medicine; Diagnostic odds ratio; Odds ratio; Meta-analysis; Ultrasound; Likelihood ratios in diagnostic testing; Radiology; Pneumothorax; MEDLINE; Confidence interval; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04222209,0.003009883,0.02093884,0.01046449,0.0007051656,0.004997076,0.002895934,0.003423706,0.001987596],"category_scores_gemma":[0.1338915,0.001776543,0.03692973,0.008316443,0.001500513,0.002657984,0.001910292,0.002051758,0.0002743942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003386548,"about_ca_system_score_gemma":0.003977367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004368228,"about_ca_topic_score_gemma":0.007305935,"domain_scores_codex":[0.9445255,0.02764826,0.01699398,0.003554026,0.006698569,0.0005796528],"domain_scores_gemma":[0.880242,0.09252284,0.01945093,0.002183825,0.005183334,0.0004170462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002397313,0.00002715571,0.00560748,0.4874933,0.4844549,0.000104954,0.0001044868,0.0004224496,0.0002301485,0.0001248517,0.0003447393,0.01868817],"study_design_scores_gemma":[0.0005808702,0.0003116116,0.004989338,0.06303049,0.9285088,0.0002123208,0.00004935214,0.0002524131,0.0002043659,0.0002372333,0.001589885,0.00003337101],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002266608,0.9967222,0.0003431035,0.0001161988,0.0001200811,0.0001459532,0.0001287414,0.000008983759,0.0001481248],"genre_scores_gemma":[0.1900809,0.8024109,0.003676753,0.001163144,0.0007144869,0.001123923,0.0005714401,0.00004457421,0.0002138458],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04222209,"threshold_uncertainty_score":0.2232944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03472466308957741,"score_gpt":0.4214720777652756,"score_spread":0.3867474146756982,"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."}}