{"id":"W4206155996","doi":"10.1002/9781444300161.ch31","title":"Actinic Keratoses and Bowen's Disease","year":2008,"lang":"en","type":"other","venue":"","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mediprobe Research (Canada); Sunnybrook Health Science Centre","funders":"","keywords":"Actinic keratoses; Dermatology; Bowen's disease; Clinical Practice; Medicine; Family medicine; Pathology; Basal cell","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00001230734,0.0002079466,0.0003604729,0.0001016273,0.00002867394,0.000005264349,0.00003410172,0.00008893161,0.006414503],"category_scores_gemma":[0.00002876135,0.0001467782,0.00007250706,0.00004908218,0.0001266294,0.00001053578,0.00005668149,0.0001120326,0.0001666909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003115918,"about_ca_system_score_gemma":0.0001200888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001225282,"about_ca_topic_score_gemma":0.00004968257,"domain_scores_codex":[0.9993325,0.000008732382,0.00008740236,0.0002741256,0.0001480585,0.0001491398],"domain_scores_gemma":[0.9994591,0.000023387,0.00005281645,0.0002767442,0.00001235405,0.0001755542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000516465,0.00003178399,0.05075635,0.0001309849,0.0002198055,0.0002693062,0.00001690278,5.585365e-9,0.000001076482,0.00002115248,0.9467431,0.001757847],"study_design_scores_gemma":[0.000596406,0.00006126611,0.0734041,0.0002282321,0.0001299196,0.00005831665,0.00001262107,4.826238e-7,0.000007119423,0.000007136162,0.9253337,0.0001607058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006944872,0.02282494,0.000005465787,0.0004603037,0.0001840203,0.000304374,0.00003232019,0.0001545669,0.9753395],"genre_scores_gemma":[0.006204837,0.01097285,0.0003369748,0.0004187216,0.0006817425,0.00002896979,0.00001781228,0.0002809031,0.9810572],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02264775,"threshold_uncertainty_score":0.9944938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01441760778116155,"score_gpt":0.2704224687760656,"score_spread":0.256004860994904,"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."}}