{"id":"W4249284536","doi":"10.12968/pnur.2021.32.1.22","title":"Dermatology prescribing update: eczema","year":2021,"lang":"en","type":"article","venue":"Practice Nursing","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership","funders":"","keywords":"Medicine; Hand eczema; Primary care; Atopic dermatitis; Dermatology; Nurse practitioners; Intensive care medicine; Allergy; Contact dermatitis; Family medicine; Health care; 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":[0.00008753611,0.0001058353,0.0002315656,0.00005737084,0.0001391265,0.00003333206,0.00004975007,0.0001134804,0.0003558023],"category_scores_gemma":[0.00226613,0.0001084662,0.00006848475,0.0001687549,0.0001033653,0.0004029582,0.00002352272,0.0002655683,0.0002828884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004491161,"about_ca_system_score_gemma":0.0002344664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002407195,"about_ca_topic_score_gemma":7.202005e-7,"domain_scores_codex":[0.9989158,0.0002007463,0.000202655,0.0002506004,0.0001535117,0.0002766772],"domain_scores_gemma":[0.9988945,0.0003819367,0.00008486473,0.0002985398,0.0001979511,0.0001421984],"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":[0.003162476,0.006480459,0.05735254,0.0007483084,0.00101239,0.06682674,0.00374685,0.00002853051,0.01401297,0.02333856,0.685118,0.1381722],"study_design_scores_gemma":[0.003265557,0.00005082607,0.01674885,0.000921517,0.002057772,0.1785744,0.005370032,0.0008240611,0.06076318,0.003253064,0.7277046,0.0004661168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1924273,0.02673308,0.003107303,0.2577184,0.001916333,0.0003767505,0.00000595165,0.0004237504,0.5172911],"genre_scores_gemma":[0.9832656,0.0001778413,0.007978488,0.007926783,0.0001145765,0.000006840234,0.00004109355,0.00002012414,0.0004686468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7908384,"threshold_uncertainty_score":0.4423123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0243526295263861,"score_gpt":0.3449081073485566,"score_spread":0.3205554778221705,"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."}}