{"id":"W4393544562","doi":"10.1016/j.jdin.2024.03.013","title":"International time trends and differences in topical actinic keratosis therapy utilization","year":2024,"lang":"en","type":"article","venue":"JAAD International","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Dermatology Foundation","keywords":"Actinic keratoses; Actinic keratosis; Dermatology; Keratosis; Medicine; Basal cell; Dyskeratosis; Hyperkeratosis; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001108776,0.0001440361,0.0002171877,0.001988746,0.000220255,0.0006460986,0.0002221294,0.0002061624,0.002550282],"category_scores_gemma":[0.00309849,0.0001287207,0.0006764412,0.004025786,0.0001694639,0.0005212359,0.0003885234,0.0003901108,0.0002018673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003317793,"about_ca_system_score_gemma":0.0003064554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01102784,"about_ca_topic_score_gemma":0.0104955,"domain_scores_codex":[0.9993661,0.0001782963,0.0001346239,0.0001345412,0.00008548519,0.000100924],"domain_scores_gemma":[0.9961464,0.0008269735,0.002094555,0.0001991997,0.0004950634,0.0002377501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001370271,0.00001864523,0.9939086,0.00007023336,0.0001816576,0.00003528135,0.0001713691,0.0001141471,0.00008307473,0.0001797759,0.0005264124,0.004573712],"study_design_scores_gemma":[0.000004019411,0.00004635794,0.9980977,0.00003590739,0.00005873705,0.00009303629,0.0003830728,0.0001045568,0.00006342297,0.00003286765,0.00107643,0.000003830841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839191,0.00514933,0.0001930261,0.0003180136,0.00002493109,0.00001796086,0.005905439,0.000009200527,0.00446286],"genre_scores_gemma":[0.9961342,0.001315602,0.0001282298,0.00004387671,0.00001657578,0.00001631543,0.002110018,0.000004404224,0.0002306928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01102784,"threshold_uncertainty_score":0.0219273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05487051070360292,"score_gpt":0.3505400438112242,"score_spread":0.2956695331076213,"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."}}