{"id":"W4387326303","doi":"10.1089/derm.2023.0141","title":"Atopic Dermatitis and the Risk of Actinic Keratosis Development: A Population-Based Study","year":2023,"lang":"en","type":"letter","venue":"Dermatitis","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Population; Atopic dermatitis; Library science; Actinic keratosis; Dermatology; Gerontology; Pathology; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000775176,0.0004573299,0.0005804767,0.0006793118,0.0009288459,0.001059667,0.000541614,0.00256383,0.002839016],"category_scores_gemma":[0.002523877,0.0007670723,0.00104842,0.00165995,0.0004677238,0.0009401168,0.0003574319,0.001954576,0.0004607238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003365416,"about_ca_system_score_gemma":0.0003606772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007317958,"about_ca_topic_score_gemma":0.007369602,"domain_scores_codex":[0.9994503,0.0002321144,0.00005283701,0.0001032883,0.00009160787,0.00006995108],"domain_scores_gemma":[0.9986058,0.0003713863,0.0002795316,0.0002130369,0.0002019233,0.0003284585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004818406,0.0002130582,0.995149,0.00001267411,0.0002484068,0.001314906,0.0001894388,0.00002765722,0.0003811966,0.00004196677,0.0005050814,0.001434808],"study_design_scores_gemma":[0.0000615208,0.0004394828,0.9948723,0.00001143861,0.0002404008,0.002994321,0.0004071422,0.0002443496,0.00005674885,0.00008733293,0.0005711605,0.00001380271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.9952599,0.0005620669,0.0002059186,0.001307738,0.00009259658,0.00002046005,0.0003968034,0.0000114556,0.002143048],"genre_scores_gemma":[0.9977719,0.0003051033,0.000140267,0.0006506623,0.0001979298,0.00001581528,0.000132373,0.000003995031,0.0007819849],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.007317958,"threshold_uncertainty_score":0.01455075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509677667638572,"score_gpt":0.2591994984623321,"score_spread":0.2441027217859464,"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."}}