{"id":"W4399395400","doi":"10.1101/2024.06.06.24308542","title":"Screening for breast cancer with mammography","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mammography; Breast cancer; Medicine; Mammography screening; Cancer; Obstetrics; Oncology; Gynecology; Medical physics; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0112202,0.001137728,0.004760924,0.00826976,0.0003548698,0.003144466,0.001345653,0.002315038,0.01366914],"category_scores_gemma":[0.04635653,0.0007965944,0.003680337,0.006592005,0.001087891,0.002279786,0.00123001,0.001384605,0.001419553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002271909,"about_ca_system_score_gemma":0.004087299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002911082,"about_ca_topic_score_gemma":0.004385155,"domain_scores_codex":[0.9857038,0.006908401,0.003383032,0.001173951,0.002581938,0.0002488759],"domain_scores_gemma":[0.960074,0.02882172,0.008344226,0.0006056279,0.001875877,0.0002786796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004447885,0.00004231119,0.001294836,0.7272412,0.003698474,0.00006462439,0.00007583835,0.0001614856,0.0001809786,0.001317213,0.01071142,0.2547669],"study_design_scores_gemma":[0.001157451,0.0008359965,0.009510189,0.8422341,0.01553507,0.001414915,0.0002078855,0.0001242061,0.0003415683,0.002247803,0.1263288,0.00006203714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003098768,0.9971589,0.0001183786,0.0007128704,0.0002751235,0.0001334226,0.0002338045,0.000008056287,0.00104966],"genre_scores_gemma":[0.00748742,0.9888076,0.0005454001,0.001724879,0.0005682688,0.0003531901,0.000243147,0.000005599598,0.0002644977],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01366914,"threshold_uncertainty_score":0.05933881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07598935322070123,"score_gpt":0.3567702215538812,"score_spread":0.28078086833318,"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."}}