{"id":"W2093130510","doi":"10.1007/s10549-012-2393-x","title":"A systematic review of elastography, electrical impedance scanning, and digital infrared thermography for breast cancer screening and diagnosis","year":2013,"lang":"en","type":"review","venue":"Breast Cancer Research and Treatment","topic":"Infrared Thermography in Medicine","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Cochrane Library; Medical physics; Elastography; Meta-analysis; CINAHL; Systematic review; MEDLINE; Radiology; Cancer; Ultrasound; Internal medicine; Psychological intervention","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006178397,0.0008027074,0.004037089,0.001129202,0.0002363923,0.0001162678,0.0001991597,0.0002765187,0.00009125987],"category_scores_gemma":[0.0001153771,0.0004933883,0.0006773703,0.001494602,0.0008368149,0.0001747291,0.0001244393,0.0004935361,9.925452e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002426907,"about_ca_system_score_gemma":0.0005335508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006768058,"about_ca_topic_score_gemma":0.00001341975,"domain_scores_codex":[0.9959164,0.0002626255,0.001111957,0.0009240004,0.000860753,0.0009242964],"domain_scores_gemma":[0.9964236,0.0009673899,0.00054984,0.0006119682,0.0007556127,0.0006915787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001445632,0.0001713885,0.002482608,0.4360883,0.002734521,0.00001644102,0.00005680706,6.171073e-9,7.055774e-7,0.00002117639,0.0002997483,0.5579838],"study_design_scores_gemma":[0.002654129,0.001787226,0.003349181,0.9706057,0.007115879,0.001470986,0.00007099935,0.000008178023,0.000002420931,0.00006704561,0.0123765,0.0004918157],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006564629,0.9839817,0.00001106804,0.0003537584,0.00003800011,0.01089252,0.003946121,0.00004115081,0.00007925674],"genre_scores_gemma":[0.0006865808,0.9765172,0.0001387174,0.00006867242,0.0002305609,0.02197626,0.0001190164,0.0001171069,0.0001458798],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.557492,"threshold_uncertainty_score":0.9997517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05528615767232029,"score_gpt":0.3976112877043384,"score_spread":0.3423251300320181,"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."}}