{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006379207,0.0005426994,0.0007330822,0.002174719,0.0008742636,0.002019249,0.000882974,0.003332186,0.08332472],"category_scores_gemma":[0.00661236,0.0002870259,0.0007076359,0.002050793,0.0002466027,0.001975259,0.001212248,0.002848577,0.03472327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001251591,"about_ca_system_score_gemma":0.002607548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00533383,"about_ca_topic_score_gemma":0.01834158,"domain_scores_codex":[0.9987143,0.0002039809,0.0002230975,0.00006940319,0.000694764,0.00009433983],"domain_scores_gemma":[0.9944612,0.001291411,0.0008184204,0.0001137583,0.002740989,0.0005742929],"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":[0.00001941906,0.00004977735,0.0004616147,0.0006007969,0.000006441529,0.0002264753,0.00002983124,0.00003471448,0.00007490666,0.0003102919,0.8787252,0.1194605],"study_design_scores_gemma":[0.00001627464,0.00001630976,0.001068919,0.0009037658,0.00001271857,0.0007365401,0.00003763795,0.00002966518,0.0000376493,0.0001855367,0.9969496,0.000005324652],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.003589124,0.1624574,0.001110896,0.2673924,0.08891892,0.0003899025,0.009963853,0.0009965544,0.4651809],"genre_scores_gemma":[0.01736278,0.3397124,0.006543962,0.1738025,0.1006851,0.0003723041,0.01829575,0.0003062843,0.342919],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.08332472,"threshold_uncertainty_score":0.2787489,"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."}}