{"id":"W2736187237","doi":"10.12968/npre.2017.15.7.324","title":"Dermatology prescribing update: Eczema","year":2017,"lang":"en","type":"article","venue":"Nurse Prescribing","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership","funders":"","keywords":"Medicine; Atopic dermatitis; Dermatology; Hand eczema; Primary care; Intensive care medicine; Allergy; Contact dermatitis; Family medicine; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.000113511,0.0002383129,0.0004636699,0.0001171448,0.0007747423,0.0001341361,0.0004358279,0.0002237558,0.0004148701],"category_scores_gemma":[0.0006589758,0.0002215651,0.0001680406,0.00003961935,0.000363927,0.0004485438,0.0001432559,0.0003335466,0.0004673812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003237956,"about_ca_system_score_gemma":0.0001059323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003826474,"about_ca_topic_score_gemma":0.00001132138,"domain_scores_codex":[0.9983695,0.00007286628,0.0003343849,0.0004443717,0.000226841,0.0005520814],"domain_scores_gemma":[0.9980503,0.00006046054,0.0001922196,0.001311973,0.0001029043,0.0002821469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000801378,0.000550333,0.7750269,0.0003673423,0.0003567662,0.004401414,0.0006648408,0.00001005288,0.003833869,0.006318229,0.1900879,0.01758096],"study_design_scores_gemma":[0.01025097,0.0001263869,0.7358968,0.001422018,0.001363896,0.01142566,0.0008750277,0.004170153,0.05613673,0.004665137,0.1723181,0.001349105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8320224,0.001932334,0.0002938351,0.01090639,0.001310423,0.0006030317,0.0000159255,0.0003811592,0.1525346],"genre_scores_gemma":[0.9962455,0.00004281469,0.0008148778,0.001183059,0.0001897369,0.00003830336,0.00003026702,0.00003907983,0.001416373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1642231,"threshold_uncertainty_score":0.9035161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03078951452036901,"score_gpt":0.3089895027120494,"score_spread":0.2781999881916804,"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."}}