{"id":"W2088732975","doi":"10.6000/1929-6029.2015.04.01.16","title":"A Study of Risk Factors for Breast Cancer in a Primary Oncology Clinic in Benghazi-Libya","year":2015,"lang":"en","type":"article","venue":"International Journal of Statistics in Medical Research","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Cancer; Medical record; Malignancy; Odds ratio; Stage (stratigraphy); Internal medicine; Population; Gynecology; Risk factor; Family history; Risk factors for breast cancer","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008005033,0.0000801305,0.0004637773,0.0008290674,0.00001149787,0.0000107818,0.0004480637,0.0001236238,0.0002864485],"category_scores_gemma":[0.01673394,0.00006354963,0.00004137195,0.0003593799,0.0001725935,0.000085241,0.0001199525,0.001382761,0.00000162412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001527255,"about_ca_system_score_gemma":0.003498875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004314177,"about_ca_topic_score_gemma":0.00971293,"domain_scores_codex":[0.9948149,0.0004070158,0.001106665,0.0001507984,0.003246282,0.0002743245],"domain_scores_gemma":[0.9937863,0.003649526,0.0002811416,0.00008242879,0.001902861,0.0002977673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005009241,0.001540495,0.8797522,0.00002878584,0.00008781265,0.002548999,0.003959542,0.0001584724,0.00001074031,0.0001600573,0.001912789,0.1048309],"study_design_scores_gemma":[0.01073846,0.002503552,0.9697112,0.000858127,0.00001746734,0.0001341953,0.01110786,0.001062333,0.000009053128,0.003459962,0.0003388473,0.00005893259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962285,0.000208606,0.0008441076,0.001408442,0.000409184,0.0002973272,0.0002651662,0.00000121312,0.0003374165],"genre_scores_gemma":[0.997265,0.0007746316,0.001564538,0.00009698505,0.0002431511,0.00001753842,0.000007456901,0.000009085105,0.00002162749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.104772,"threshold_uncertainty_score":0.9915485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3177808614801817,"score_gpt":0.5886975077509701,"score_spread":0.2709166462707884,"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."}}