{"id":"W4379768568","doi":"10.2340/actadv.v103.6229","title":"Expert Recommendations on Facilitating Personalized Approaches to Long-term Management of Actinic Keratosis: The Personalizing Actinic Keratosis Treatment (PAKT) Project","year":2023,"lang":"en","type":"article","venue":"Acta Dermato Venereologica","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cosmetic and Laser Surgery; Oakville-Trafalgar Memorial Hospital","funders":"Cilag; LEO Pharma; Galderma; Regeneron Pharmaceuticals; L'Oreal USA; Sanofi; NeraCare; Eli Lilly and Company; Biogen; GlaxoSmithKline; Amgen","keywords":"Actinic keratosis; Medicine; Dermatology; Keratosis; Term (time); Pathology","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":[0.08619832,0.001195959,0.000845282,0.002540237,0.002127648,0.00381839,0.003067642,0.006942224,0.02247841],"category_scores_gemma":[0.1641482,0.0006618422,0.002844903,0.001590578,0.001246922,0.003598869,0.005069422,0.005191417,0.008848342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002823561,"about_ca_system_score_gemma":0.02384172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00434809,"about_ca_topic_score_gemma":0.008716851,"domain_scores_codex":[0.9307341,0.05308863,0.005772322,0.001189022,0.007215912,0.002000082],"domain_scores_gemma":[0.8510511,0.07022828,0.008793634,0.00512724,0.05122729,0.01357245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001592973,0.000441484,0.002937198,0.003583002,0.000104087,0.0003428033,0.001975157,0.0006305007,0.0005229148,0.0031244,0.6885997,0.2975794],"study_design_scores_gemma":[0.0006801679,0.0004796984,0.00716026,0.02472057,0.0004036431,0.0006244891,0.00596615,0.001543632,0.001081556,0.01574164,0.9413952,0.0002030071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01370583,0.01040615,0.05715254,0.7548495,0.01860071,0.01976376,0.005873192,0.001713061,0.1179353],"genre_scores_gemma":[0.1100355,0.0281863,0.5720407,0.1769466,0.0058581,0.03102227,0.01037257,0.0005081133,0.06502975],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.08619832,"threshold_uncertainty_score":0.4558657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3099626769061598,"score_gpt":0.377025150672652,"score_spread":0.06706247376649216,"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."}}