{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007636984,0.0001015727,0.0001422594,0.0002913617,0.00002061483,0.00007328932,0.00009082262,0.00005405493,0.002968622],"category_scores_gemma":[0.00004335439,0.00008223176,0.00004672575,0.0001434955,0.00005188187,0.0001411256,0.00005312082,0.0001346623,0.00004345891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001154446,"about_ca_system_score_gemma":0.0000305448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001494957,"about_ca_topic_score_gemma":0.000009232643,"domain_scores_codex":[0.9991741,0.00001673605,0.0001902042,0.0002464564,0.0002756247,0.00009694642],"domain_scores_gemma":[0.9997364,0.00009010581,0.00002498879,0.00006861609,0.00004569338,0.00003419842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002186847,0.0001429757,0.5430188,0.00001982924,0.0003498175,0.00006747853,0.0007006143,4.573942e-7,0.0007582702,0.003092307,0.005470827,0.44616],"study_design_scores_gemma":[0.0008542549,0.0001034563,0.8957562,0.0001406314,0.00001068285,0.00007144284,0.0000373704,0.005641492,0.0004595828,0.0003274369,0.09649967,0.00009781534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8828894,0.001477799,0.0001364277,0.0220085,0.001906453,0.0001084316,0.00002823148,0.00007839099,0.0913663],"genre_scores_gemma":[0.9870519,0.001376845,0.0002363556,0.000244806,0.0005613332,0.00003180859,0.00005210809,0.00001096596,0.01043385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4460621,"threshold_uncertainty_score":0.9979428,"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."}}