{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000123372,0.0001397785,0.000785618,0.00005748661,0.0001257751,0.000002508922,0.00006135098,0.00003308648,0.0001843015],"category_scores_gemma":[0.00004357586,0.0001221961,0.00005152911,0.0001612809,0.0001846884,0.00002168603,0.0001711642,0.0002086757,0.000003078429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002587736,"about_ca_system_score_gemma":0.00008254161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001096133,"about_ca_topic_score_gemma":0.00000451064,"domain_scores_codex":[0.9989334,0.0001884393,0.0003328256,0.000238569,0.0001184373,0.0001883073],"domain_scores_gemma":[0.9993848,0.0001547315,0.0001382285,0.0002291117,0.00002992673,0.00006316534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000052571,0.00009737635,0.9409293,0.01240109,0.0003867501,0.0004212073,0.0004457146,5.772415e-8,0.0004278253,0.002735093,0.002783072,0.03931992],"study_design_scores_gemma":[0.002226686,0.0004455161,0.8949307,0.001244429,0.00128055,0.03061044,0.0002537377,0.00002598884,0.002118987,0.0005745299,0.0659715,0.0003169195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4759907,0.5144539,0.000002995857,0.008021815,0.00006597266,0.0003652153,0.000003666504,0.00001230505,0.001083456],"genre_scores_gemma":[0.9356722,0.05834554,0.00008712044,0.005727134,0.00001482639,0.0001198896,0.000003751303,0.00001404758,0.00001547628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4596815,"threshold_uncertainty_score":0.4983012,"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."}}