{"id":"W7073857846","doi":"","title":"Standalone AI for Breast Cancer Detection at Screening Digital Mammography and Digital Breast Tomosynthesis: A Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; NYU Grossman School of Medicine; York University","keywords":"Digital mammography; Breast cancer; Mammography; MEDLINE; Mammography screening","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008561253,0.001915512,0.01557176,0.006480706,0.0006354973,0.002153366,0.002254512,0.001989296,0.004518591],"category_scores_gemma":[0.02975489,0.001030361,0.02211776,0.007674374,0.0006239958,0.00157435,0.001238016,0.001395585,0.0002998435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002501092,"about_ca_system_score_gemma":0.004737306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008547078,"about_ca_topic_score_gemma":0.02138677,"domain_scores_codex":[0.9928847,0.002456296,0.002526133,0.0007773907,0.001093375,0.0002619527],"domain_scores_gemma":[0.9768083,0.01684017,0.003639827,0.0004671228,0.001984398,0.0002601024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001232683,0.00002546398,0.004026717,0.8121988,0.1679279,0.0000991039,0.0001062954,0.0002440483,0.0001509191,0.00009684444,0.0009032355,0.01298806],"study_design_scores_gemma":[0.0006255427,0.0002943671,0.007859258,0.1348626,0.8526749,0.0001608544,0.00008902339,0.0002225669,0.0001527095,0.0001424349,0.002871976,0.00004367939],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004025925,0.9942695,0.000235013,0.0001212196,0.00008397232,0.0002788231,0.0007387006,0.00001870683,0.000228159],"genre_scores_gemma":[0.09723566,0.8977202,0.001339806,0.0007878129,0.0002027625,0.001326588,0.00104335,0.00002263359,0.0003212508],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01557176,"threshold_uncertainty_score":0.04527676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02999279516167533,"score_gpt":0.2839351827353833,"score_spread":0.2539423875737079,"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."}}