{"id":"W4407023731","doi":"10.1371/journal.pone.0316613","title":"Public knowledge, attitudes, practices, and barriers to skin cancer screening in the United Arab Emirates","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Skin cancer; Public health; Cancer; Medicine; MEDLINE; Environmental health; Family medicine; Political science; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001082206,0.0003081876,0.0002263221,0.0008675948,0.0005028582,0.0006137,0.0002379325,0.0004441936,0.001597334],"category_scores_gemma":[0.00252527,0.0002171223,0.0002284259,0.0008105074,0.000370675,0.0006149295,0.0004148647,0.0003181136,0.0002260248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003462061,"about_ca_system_score_gemma":0.000638223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01231443,"about_ca_topic_score_gemma":0.01209766,"domain_scores_codex":[0.9994475,0.0001933212,0.00004406638,0.00004369782,0.0001785695,0.00009275988],"domain_scores_gemma":[0.9986112,0.0002993901,0.0006683272,0.00004150794,0.0002565534,0.0001230517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003558676,0.000235568,0.9883244,0.0000903417,0.00004189728,0.000153164,0.001605224,0.00003792771,0.0002348095,0.00004520129,0.0002427523,0.008953114],"study_design_scores_gemma":[0.000005265628,0.0001596599,0.994967,0.00009039341,0.00001990917,0.0002978967,0.003668445,0.0001199193,0.00006133836,0.00002502481,0.0005804608,0.000004699946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983059,0.0002997513,0.00002665409,0.0002267491,0.000004497749,0.000007757566,0.00008971254,0.000001934546,0.001036879],"genre_scores_gemma":[0.99896,0.0005821263,0.00007701135,0.00006808749,0.00001206744,0.00001017242,0.00008480892,4.564799e-7,0.0002053477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01231443,"threshold_uncertainty_score":0.02448553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08657097956503622,"score_gpt":0.3217550956068337,"score_spread":0.2351841160417975,"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."}}