{"id":"W2190625077","doi":"10.5539/cco.v5n1p11","title":"Skin Cancer and Its Correlates: A Study of Knowledge and Preventive Behavior in Riyadh","year":2015,"lang":"en","type":"article","venue":"Cancer and Clinical Oncology","topic":"Skin Protection and Aging","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Skin cancer; Respondent; Medicine; Cancer; Disease; Demography; Incidence (geometry); Environmental health; Gerontology; Pathology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004749828,0.00008233874,0.0004629303,0.0000573731,0.00002111111,0.000002777825,0.00002526717,0.0001457262,0.00004174222],"category_scores_gemma":[0.0002001184,0.00006559568,0.00002494617,0.0001042005,0.0001204932,0.00003258177,0.00006515448,0.0002946659,0.000001225682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007250279,"about_ca_system_score_gemma":0.0002614867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003801486,"about_ca_topic_score_gemma":0.00252044,"domain_scores_codex":[0.9990716,0.000123112,0.0003852904,0.0002486866,0.00005744352,0.0001138443],"domain_scores_gemma":[0.9993286,0.0002311333,0.0001061459,0.00006309699,0.00009660296,0.0001744273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005169993,0.001169601,0.8153628,0.0000333319,0.00005694264,0.00002825751,0.002650394,4.544616e-7,0.00002416422,0.00001441063,0.0002062497,0.1799364],"study_design_scores_gemma":[0.01261054,0.004294078,0.9758295,0.0001466847,0.0003269569,0.00002455565,0.002619941,0.0002278848,0.00004608673,0.00004646449,0.003740325,0.0000869421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886693,0.009174594,0.000001883877,0.0003527775,0.0004489327,0.0006642959,0.000003439597,0.000008567136,0.0006762404],"genre_scores_gemma":[0.9966532,0.002013166,0.00001265904,0.0001800585,0.0001263615,0.0001973967,5.585844e-7,0.00000729702,0.0008092918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1798494,"threshold_uncertainty_score":0.2674914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1404841055717962,"score_gpt":0.5027864704598382,"score_spread":0.3623023648880419,"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."}}