{"id":"W4318609323","doi":"10.2196/37758","title":"Recommendations From a Chinese-Language Survey of Knowledge and Prevention of Skin Cancer Among Chinese Populations Internationally: Cross-sectional Questionnaire Study","year":2023,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Skin Protection and Aging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Central Florida","keywords":"Medicine; China; Chinese people; Ethnic group; Cross-sectional study; Chinese americans; Family medicine; Demography; Nationality; Immigration; Pathology; Geography","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":[0.0002317661,0.0001087743,0.0002735941,0.0003658468,0.00008872923,0.00001010453,0.00006128188,0.0000854564,0.0002161386],"category_scores_gemma":[0.0003246969,0.00009503246,0.0000570918,0.0006243357,0.00008792776,0.0001119728,0.00006562316,0.0001427066,0.000007712383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003529338,"about_ca_system_score_gemma":0.00006676824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003685927,"about_ca_topic_score_gemma":0.01217631,"domain_scores_codex":[0.9988714,0.000213848,0.0004692459,0.0002134628,0.0001340455,0.00009794882],"domain_scores_gemma":[0.9991846,0.0001415223,0.0002174588,0.0001493267,0.0002609766,0.00004613498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005906161,0.0002873937,0.9953422,0.0000521394,0.0001004142,0.000004907441,0.002167353,0.00001988083,0.0003270094,0.00003493439,0.0001431126,0.001461619],"study_design_scores_gemma":[0.001338778,0.00004365604,0.9954017,0.00009737231,0.00001803368,0.00003781206,0.0001417603,0.002405817,0.00007736824,0.000357337,0.0000114171,0.00006898235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978239,0.0001782273,0.0004366853,0.0002921255,0.0004296082,0.0005815706,0.00008469738,0.00007278459,0.0001004322],"genre_scores_gemma":[0.9987335,0.0000155676,0.00009328135,0.00001513656,0.00006308555,0.0002214596,0.0004740231,0.00001408597,0.0003699113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008490385,"threshold_uncertainty_score":0.6794668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04418894082825087,"score_gpt":0.4320985196129016,"score_spread":0.3879095787846507,"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."}}