{"id":"W4226258000","doi":"10.4103/ijd.ijd_859_21","title":"Risk Factors for Actinic Keratoses","year":2022,"lang":"en","type":"review","venue":"Indian Journal of Dermatology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Phototype; Confidence interval; Actinic keratosis; Odds ratio; Meta-analysis; Dermatology; Relative risk; Skin cancer; Internal medicine; Cancer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001874616,0.0004081996,0.003656248,0.0006847574,0.0001816624,0.00001477249,0.000329857,0.0002921507,0.0005675896],"category_scores_gemma":[0.0007917368,0.0002810398,0.001717347,0.0002569039,0.0001158688,0.00006083044,0.00008543399,0.001297772,0.00001421598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003557098,"about_ca_system_score_gemma":0.001543512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004455262,"about_ca_topic_score_gemma":0.000003444713,"domain_scores_codex":[0.9975655,0.0003128631,0.001257168,0.0002256017,0.0002562692,0.0003826194],"domain_scores_gemma":[0.9949327,0.00205149,0.002428096,0.0002835277,0.0001079776,0.0001962269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001573112,0.0001745808,0.01707546,0.01568278,0.007340999,0.008524286,0.001079974,4.467847e-7,5.199787e-8,0.00001866895,0.02155157,0.9283938],"study_design_scores_gemma":[0.0007386497,0.0004572442,0.0001525335,0.001664553,0.002799583,0.08433767,0.0002327474,7.649616e-8,0.000003198257,0.00004135303,0.9093843,0.0001881132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001198604,0.9960857,0.00002044373,0.0001441438,0.001578091,0.000610257,0.0001759292,0.000009761986,0.0001770731],"genre_scores_gemma":[0.001015361,0.9979553,0.0003167532,0.00004499694,0.0004341832,0.00006128848,0.00003896272,0.00007920248,0.00005392522],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9282057,"threshold_uncertainty_score":0.9999642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07134736340228863,"score_gpt":0.374798736440394,"score_spread":0.3034513730381053,"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."}}