{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004783597,0.0005273221,0.0007176395,0.001839159,0.0007663271,0.001693783,0.0007133414,0.002980585,0.1272701],"category_scores_gemma":[0.004719601,0.0002478226,0.0006155716,0.001529098,0.0001766515,0.00151914,0.001000751,0.002199103,0.05275463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008011834,"about_ca_system_score_gemma":0.00155515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003590039,"about_ca_topic_score_gemma":0.01428868,"domain_scores_codex":[0.9991986,0.0001281451,0.0001276574,0.00004086336,0.0004414783,0.00006325613],"domain_scores_gemma":[0.9962651,0.0009155782,0.0005454494,0.00009273395,0.00172545,0.0004556898],"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":[0.00002312402,0.00005986611,0.0004269386,0.0005554822,0.000005318109,0.0004140393,0.00002665892,0.00002958143,0.0001011008,0.0001801046,0.8679838,0.130194],"study_design_scores_gemma":[0.00001903578,0.00002348593,0.00133376,0.0007716647,0.00001330822,0.001449083,0.00004456227,0.00003168961,0.00004357201,0.0001549271,0.9961093,0.000005699847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004492552,0.1428901,0.0009735002,0.176847,0.0837368,0.0003922276,0.008840136,0.001084025,0.5807437],"genre_scores_gemma":[0.01819329,0.2344917,0.004653108,0.1281762,0.08022072,0.0002657155,0.0132927,0.0002864361,0.52042],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1272701,"threshold_uncertainty_score":0.425761,"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."}}