{"id":"W4293447280","doi":"10.1002/jmri.28399","title":"Different Imaging Modalities for the Diagnosis of Axillary Lymph Node Metastases in Breast Cancer: A Systematic Review and Network Meta‐Analysis of Diagnostic Test Accuracy","year":2022,"lang":"en","type":"review","venue":"Journal of Magnetic Resonance Imaging","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Natural Science Foundation of Gansu Province","keywords":"Medicine; Breast cancer; Scintimammography; Meta-analysis; Receiver operating characteristic; Confidence interval; Radiology; Breast imaging; Ultrasound; Lymph node; Mammography; Nuclear medicine; Cancer; 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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.02648285,0.002528344,0.01351637,0.006769735,0.0007205943,0.003003899,0.001977522,0.00226519,0.002117309],"category_scores_gemma":[0.07745954,0.001378728,0.0362553,0.007236712,0.0009963253,0.002024245,0.001470806,0.002074196,0.0002287543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002259393,"about_ca_system_score_gemma":0.00277414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008191361,"about_ca_topic_score_gemma":0.01477009,"domain_scores_codex":[0.9759651,0.01350317,0.005206261,0.002574416,0.002292374,0.000458669],"domain_scores_gemma":[0.9124621,0.07183292,0.009818899,0.001999323,0.003465347,0.0004213901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001927044,0.00002435736,0.02268418,0.2188359,0.7416294,0.0001125863,0.00009118333,0.0006203912,0.0001732,0.0001390564,0.0006594275,0.01310333],"study_design_scores_gemma":[0.0003667465,0.0001377771,0.01033573,0.01953464,0.9677742,0.0001078686,0.00003996037,0.0003231434,0.0001242933,0.0002288353,0.001003633,0.00002320291],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007048275,0.9907836,0.0006707758,0.0002845677,0.0001193373,0.0001513807,0.0006775982,0.0000201177,0.0002442391],"genre_scores_gemma":[0.3796368,0.6115474,0.004131322,0.001260992,0.0004482632,0.001141512,0.001530363,0.00005223423,0.0002511613],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9864836,"threshold_uncertainty_score":0.1400564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394797619137817,"score_gpt":0.3217605934414106,"score_spread":0.2878126172500324,"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."}}