{"id":"W2767452036","doi":"10.12968/npre.2017.15.11.536","title":"Dermatology prescribing update: Acne vulgaris","year":2017,"lang":"en","type":"article","venue":"Nurse Prescribing","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership","funders":"","keywords":"Acne; Medicine; Dermatology; Psychosocial; Distress; Emotional distress; Primary care; Skin care; Family medicine; Anxiety; Psychiatry; Nursing","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":[0.0001171159,0.0002476508,0.0004336569,0.00008159149,0.0009250317,0.0001583159,0.000254333,0.0001926785,0.0002244679],"category_scores_gemma":[0.0001850834,0.0001916015,0.0001464614,0.00003713568,0.0001492063,0.0003668063,0.0001241817,0.0002830931,0.000267558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005226775,"about_ca_system_score_gemma":0.00006225419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000213755,"about_ca_topic_score_gemma":0.00001554801,"domain_scores_codex":[0.9985509,0.00004259442,0.0002495116,0.0004136779,0.0002178958,0.0005254024],"domain_scores_gemma":[0.9984823,0.00003504127,0.0001601173,0.001018122,0.00007113473,0.0002333093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001514631,0.001665459,0.5915967,0.0006312198,0.001466034,0.005741544,0.003388961,0.00002993236,0.04321907,0.006419899,0.1271053,0.2172214],"study_design_scores_gemma":[0.02704676,0.001272515,0.4066711,0.002753164,0.003162474,0.005274138,0.001542135,0.009013435,0.184311,0.001514708,0.3551834,0.002255228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9201092,0.001023425,0.000376764,0.006315816,0.0009804931,0.0006633646,0.00001031893,0.0002205533,0.07030014],"genre_scores_gemma":[0.9944876,0.00008638724,0.001010341,0.0005978509,0.0002945842,0.00003423703,0.00003547785,0.00004154,0.003411951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2280781,"threshold_uncertainty_score":0.7813281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02859267394641983,"score_gpt":0.3084180886679018,"score_spread":0.2798254147214819,"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."}}