{"id":"W2299834529","doi":"10.1016/b978-1-4160-6621-7.00018-x","title":"Dermatologic Diseases","year":2011,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Health Canada; Novartis Pharmaceuticals Corporation","keywords":"Dermatology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001698092,0.0004287749,0.0006704907,0.0001184259,0.00006861475,0.00001391115,0.0001095561,0.0002499384,0.002075989],"category_scores_gemma":[0.00001100415,0.0003260417,0.0005006918,0.000005975214,0.0001313592,0.00001886737,0.00007934949,0.0002136389,0.001665484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006910068,"about_ca_system_score_gemma":0.0001632744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.639985e-7,"about_ca_topic_score_gemma":0.000001660334,"domain_scores_codex":[0.9987548,0.000009491242,0.0002970952,0.0004134065,0.0002580295,0.0002671486],"domain_scores_gemma":[0.998744,0.00002183109,0.0001518729,0.000609017,0.00007307391,0.0004002682],"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":[0.0001127086,0.00007950514,0.001469886,0.0002451802,0.0005538354,0.00180126,0.00002334676,3.433955e-9,6.579251e-7,0.00587724,0.001090224,0.9887462],"study_design_scores_gemma":[0.0009462117,0.0001627586,0.002161091,0.0005831603,0.002323332,0.0001698864,0.000001590052,2.29956e-7,0.000009986063,0.02495257,0.9683718,0.0003173965],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001360097,0.009634515,4.45937e-7,0.00005810491,0.0001864131,0.000672696,0.0001386527,0.0001468967,0.9890262],"genre_scores_gemma":[0.009866407,0.000422037,0.00006857039,0.001027232,0.0001944134,0.00005212716,0.0001760262,0.00009729448,0.9880959],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9884288,"threshold_uncertainty_score":0.9999192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02390672928281578,"score_gpt":0.2544728270449984,"score_spread":0.2305660977621826,"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."}}