{"id":"W2594127289","doi":"10.1111/jdv.14109","title":"What lies beneath actinic keratosis? Looking beyond visible lesions to optimize patient outcomes","year":2017,"lang":"en","type":"editorial","venue":"Journal of the European Academy of Dermatology and Venereology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Actinic keratosis; Medicine; Dermatology; Field cancerization; Keratosis; Venereology; Atypia; Actinic keratoses; Pathology; Basal cell","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001073988,0.0003642163,0.0009549932,0.001058234,0.0007846787,0.002666207,0.0004928795,0.001096645,0.009152335],"category_scores_gemma":[0.005429636,0.0001035694,0.0007530736,0.0005711477,0.0003155304,0.002575631,0.001245489,0.002115905,0.002552775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007366725,"about_ca_system_score_gemma":0.001119496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009588817,"about_ca_topic_score_gemma":0.002416592,"domain_scores_codex":[0.9994335,0.0001597896,0.00007769458,0.00005964828,0.0001605518,0.0001087748],"domain_scores_gemma":[0.9982721,0.0004199752,0.0003599073,0.00005683166,0.0004088023,0.0004825121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004156225,0.0002242915,0.04985953,0.001664289,0.0001164857,0.002490111,0.0005647735,0.0004737868,0.001188356,0.003929054,0.07100314,0.8680706],"study_design_scores_gemma":[0.0002799484,0.001789574,0.2266378,0.03088548,0.001182192,0.04996337,0.01046606,0.002466455,0.004409143,0.05831793,0.6132416,0.0003604595],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.1401411,0.5190958,0.02435731,0.1569786,0.009206208,0.0003803777,0.002376748,0.00109923,0.1463646],"genre_scores_gemma":[0.651343,0.2637928,0.02370948,0.02766195,0.01175996,0.0002883681,0.002457362,0.0004470396,0.01854002],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.009152335,"threshold_uncertainty_score":0.03061759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907187950312795,"score_gpt":0.3166914939644801,"score_spread":0.2976196144613522,"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."}}