{"id":"W3020578014","doi":"10.1002/cncr.32887","title":"Breast cancer early detection: A phased approach to implementation","year":2020,"lang":"en","type":"article","venue":"Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":714,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Cancer Institute; Union for International Cancer Control; Fred Hutchinson Cancer Research Center; GE Healthcare; National Breast Cancer Foundation; National Comprehensive Cancer Network; University of Washington; Novartis; Susan G. Komen; World Health Organization; American Society of Clinical Oncology; Pfizer","keywords":"Medicine; Breast cancer; Health care; Breast cancer screening; Cancer; Mammography; Economic growth; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004566942,0.0001116542,0.0001722534,0.00003430734,0.00006685241,0.0000254312,0.00007043996,0.00003966005,0.0008588347],"category_scores_gemma":[0.00000573192,0.0001020545,0.0000595553,0.0004100464,0.00001729089,0.0001147474,0.00001663726,0.0001144573,0.00003828193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002360421,"about_ca_system_score_gemma":0.0001700332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002488704,"about_ca_topic_score_gemma":0.0002053008,"domain_scores_codex":[0.9990557,0.00001238414,0.0001570311,0.0002854572,0.0002597546,0.0002296124],"domain_scores_gemma":[0.9994155,0.00000433925,0.00004465071,0.000108464,0.0001250607,0.0003020091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002245466,0.00006557364,0.1073102,0.0002053891,0.0002327503,0.00002167335,0.004976535,0.0003913566,0.1239174,0.00009299793,0.02425892,0.7362816],"study_design_scores_gemma":[0.008497882,0.001119044,0.7077709,0.0003148801,0.0005919654,0.0001709321,0.003868625,0.001320234,0.1098593,0.00002807719,0.1655807,0.0008774809],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660582,0.001182998,0.01224742,0.01356225,0.0003237657,0.001179739,0.0001820812,0.0001620414,0.00510149],"genre_scores_gemma":[0.9892294,0.00003914626,0.0003873181,0.008688201,0.001034211,0.000494718,0.000007252994,0.00001714361,0.0001026533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7354042,"threshold_uncertainty_score":0.9403637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1167072935284725,"score_gpt":0.3974697410536164,"score_spread":0.2807624475251439,"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."}}