{"id":"W2969294229","doi":"10.1093/jbi/wbz038","title":"Breast Cancer Screening: Beyond Mortality","year":2019,"lang":"en","type":"article","venue":"Journal of Breast Imaging","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Breast cancer; Medicine; Breast cancer screening; Cancer; Disease; Quality of life (healthcare); Burden of disease; Cancer screening; Intensive care medicine; Mammography; 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":[0.00046507,0.0001647422,0.0004460156,0.0001598787,0.00005516337,0.00005614363,0.0001803549,0.00004049136,0.0008959401],"category_scores_gemma":[0.00001500714,0.0001324491,0.0002565817,0.0002427409,0.00005620436,0.0005999798,0.0000532858,0.0004363999,0.00003119888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644588,"about_ca_system_score_gemma":0.0002917558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004493444,"about_ca_topic_score_gemma":0.000009798276,"domain_scores_codex":[0.9981968,0.00003270243,0.0005129709,0.0001761748,0.0007432448,0.0003381459],"domain_scores_gemma":[0.9984531,0.00002689302,0.0004251585,0.000235149,0.0005756723,0.0002840205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003873971,0.00004366668,0.927744,0.00004496355,0.000153437,0.0002746923,0.00009194804,0.0001097361,0.005087453,0.00003597458,0.002571814,0.06345496],"study_design_scores_gemma":[0.001632167,0.00005018081,0.9587168,0.000810461,0.0002266781,0.0357364,0.0004815789,0.0007576949,0.0002512473,0.00009161935,0.00109793,0.000147316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845492,0.001425196,0.0008695748,0.007435129,0.0005667495,0.0001272342,0.00003751712,0.00002282279,0.004966554],"genre_scores_gemma":[0.9961583,0.00004820088,0.001158074,0.001505869,0.000865614,0.000001155977,0.000002158022,0.00002200127,0.0002386119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06330764,"threshold_uncertainty_score":0.9809915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03499071397784929,"score_gpt":0.3430406348448997,"score_spread":0.3080499208670504,"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."}}