{"id":"W4316465836","doi":"10.5114/dr.2022.123991","title":"Dermoscopic and therapeutic aspects of actinic keratosis and intraepidermal carcinoma","year":2022,"lang":"en","type":"article","venue":"Dermatology Review","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Actinic keratosis; Dermatology; Medicine; Keratosis; 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":[0.0007170864,0.0003018478,0.0003456763,0.002080514,0.0002979428,0.001047449,0.0003546309,0.0006977531,0.003646889],"category_scores_gemma":[0.001212695,0.0001721206,0.0003477411,0.001245946,0.0005633547,0.001164325,0.0004956803,0.00115289,0.001980542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004352508,"about_ca_system_score_gemma":0.0004567097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001683128,"about_ca_topic_score_gemma":0.003393473,"domain_scores_codex":[0.999453,0.0001215217,0.00006207591,0.00004391974,0.0002792972,0.00004016018],"domain_scores_gemma":[0.9992786,0.000192237,0.000132753,0.00003221681,0.0002813222,0.00008290252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001602355,0.00007213211,0.003392633,0.003341811,0.00003953004,0.005412177,0.0002018934,0.0001533446,0.006951401,0.002383699,0.1697352,0.808156],"study_design_scores_gemma":[0.0000184848,0.0001655489,0.01986816,0.003617454,0.00008202287,0.095574,0.0005770966,0.0001727426,0.003692476,0.00137129,0.8748294,0.00003127348],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003109932,0.9695753,0.0005698504,0.006363753,0.002058278,0.00001592853,0.00004518335,0.00006210775,0.01819953],"genre_scores_gemma":[0.04383773,0.9282856,0.001050728,0.002975709,0.004307956,0.00001409936,0.0001372401,0.00001994654,0.01937097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003646889,"threshold_uncertainty_score":0.01220006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364929041487504,"score_gpt":0.2964862370049342,"score_spread":0.2728369465900591,"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."}}