{"id":"W4401077655","doi":"10.1002/puh2.223","title":"Disease Burden, Risk Factors, and Temporal Trends in Breast Cancer in Low‐ and Middle‐Income Countries: A Global Study","year":2024,"lang":"en","type":"article","venue":"Public Health Challenges","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Chinese University of Hong Kong","keywords":"Breast cancer; Low and middle income countries; Medicine; Environmental health; Disease; Global health; Disease burden; Burden of disease; Cancer; Health care; Demography; Developing country; Public health; Population; Economic growth; Pathology; 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":[0.00104149,0.0002439093,0.0004962852,0.0003464672,0.00007875575,0.0001026756,0.00008526153,0.00008208583,0.00007592823],"category_scores_gemma":[0.00006246788,0.0001944435,0.00003618828,0.000570172,0.000089125,0.0003236852,0.000083466,0.000339041,0.00000196987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007012707,"about_ca_system_score_gemma":0.0008132257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02484504,"about_ca_topic_score_gemma":0.0302517,"domain_scores_codex":[0.9977568,0.0001728439,0.0004388801,0.0005896084,0.0004253504,0.000616561],"domain_scores_gemma":[0.9988053,0.00007795398,0.00007382666,0.00021208,0.00005485593,0.000776007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001375787,0.000108999,0.9590715,0.001200705,0.0000377388,0.0001928167,0.006698668,0.000002252272,2.173204e-8,0.0002236687,0.00007408005,0.03225204],"study_design_scores_gemma":[0.001240952,0.0002356224,0.9837066,0.001795841,0.00002156705,0.00002845369,0.009048439,0.000563863,2.102517e-8,0.00007360017,0.003129088,0.0001559457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7936302,0.1069889,0.000001675109,0.098344,0.0001449239,0.0003494148,0.0003614424,0.00006973006,0.0001096449],"genre_scores_gemma":[0.9731495,0.02616117,0.000009773583,0.0003349819,0.0002033832,0.00008000182,0.00001347015,0.00001659004,0.00003116115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1795192,"threshold_uncertainty_score":0.9874437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1097612395527226,"score_gpt":0.3886359502110183,"score_spread":0.2788747106582957,"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."}}