{"id":"W4225257291","doi":"10.2196/36256","title":"Prevalence and Age-Related Patterns in Health Information–Seeking Behaviors and Technology Use Among Skin Cancer Survivors: Survey Study","year":2022,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health; Memorial Sloan-Kettering Cancer Center","keywords":"Health Information National Trends Survey; Medicine; Skin cancer; Health information; Cancer; Population; Demography; Gerontology; Information seeking; Family medicine; Environmental health; Health care; 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":[0.002723427,0.0001958964,0.0005048997,0.0007519231,0.00116759,0.00003485077,0.0002352901,0.0002320162,0.0003514931],"category_scores_gemma":[0.0002796387,0.0001946737,0.00001597423,0.0008634437,0.00015333,0.001734142,0.0005769425,0.001470154,0.000009685415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002698668,"about_ca_system_score_gemma":0.0003635676,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03418324,"about_ca_topic_score_gemma":0.03674616,"domain_scores_codex":[0.9931242,0.003381643,0.00230058,0.0003095744,0.0002279303,0.0006560236],"domain_scores_gemma":[0.9977315,0.0005995765,0.0009835381,0.000367465,0.0001565296,0.0001613811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000346568,0.0001146208,0.9678721,0.0009001073,0.000007159804,0.000009203262,0.0286699,0.000007947902,2.457464e-7,0.00008245343,0.0002007562,0.00210088],"study_design_scores_gemma":[0.001210157,0.00009004372,0.9864444,0.0001170351,0.000003879306,0.00002320312,0.008381264,0.001159572,3.593184e-7,0.00003831964,0.002371367,0.0001603684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946432,0.0001612869,0.00004167289,0.001198106,0.0003690112,0.003196396,0.0002339534,0.0001242721,0.00003209746],"genre_scores_gemma":[0.9956185,0.0001562527,0.00002886423,0.0016665,0.000006000463,0.002306978,0.0001195658,0.00001288085,0.00008450951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02028864,"threshold_uncertainty_score":0.9808307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03826977181370003,"score_gpt":0.4171347835409063,"score_spread":0.3788650117272063,"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."}}