{"id":"W4414768335","doi":"10.3390/curroncol32100553","title":"Beyond Biology: Uncovering Structural and Sociocultural Predictors of Breast Cancer Incidence Worldwide","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast cancer; Breastfeeding; Incidence (geometry); Psychological intervention; Sanitation; Hygiene; Public health; Overdiagnosis; Global health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.002532295,0.0003950482,0.0006009752,0.002908632,0.0003820684,0.001251832,0.0003663723,0.0002536534,0.001478571],"category_scores_gemma":[0.00578256,0.0001981827,0.001091565,0.004604318,0.0005473648,0.001000185,0.002170912,0.0006913999,0.0002479945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003548564,"about_ca_system_score_gemma":0.0006411105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01315022,"about_ca_topic_score_gemma":0.01358909,"domain_scores_codex":[0.9984603,0.0007430643,0.0001304123,0.0003286926,0.0001758449,0.0001617293],"domain_scores_gemma":[0.9961731,0.001267428,0.001159204,0.00063459,0.0005073657,0.0002584406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001598632,0.0000103685,0.9898556,0.00005365812,0.0003533828,0.00004878895,0.0003819006,0.0002728643,0.0001357019,0.0002454951,0.000358885,0.008267442],"study_design_scores_gemma":[0.000001540325,0.00002085661,0.9959229,0.00005347476,0.0001126167,0.00006032333,0.000978246,0.000804743,0.00005756657,0.0004379461,0.001541149,0.000008644663],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842736,0.004283511,0.003663294,0.0009823496,0.00004557825,0.00002974705,0.003970036,0.00003152913,0.0027205],"genre_scores_gemma":[0.9961274,0.0008765105,0.0008865508,0.00008762952,0.00003442858,0.00002450346,0.001831001,0.00001209181,0.0001199354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01315022,"threshold_uncertainty_score":0.02614737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0604191471304909,"score_gpt":0.4208925674563715,"score_spread":0.3604734203258806,"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."}}