{"id":"W3205224631","doi":"10.1016/j.jdin.2021.09.006","title":"The Personalised Acne Care Pathway—Recommendations to guide longitudinal management from the Personalising Acne: Consensus of Experts","year":2021,"lang":"en","type":"article","venue":"JAAD International","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lynde Centre for Dermatology; Custom Security Industries (Canada); University of Windsor; Windsor Clinical Research","funders":"Actelion Pharmaceuticals; Allergan; LEO Pharma; Lilly Deutschland; Novartis Pharma; Bausch Health; Cilag; Mylan; UCB Pharma; Sun Pharma; Regeneron Pharmaceuticals; Sanofi-Aventis Deutschland; Pfizer; Hexal AG; Valeant Pharmaceuticals International; Sanofi; GlaxoSmithKline; Amgen; Celgene; Galderma; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Acne; Medicine; Dermatology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000108279,0.0001291594,0.0001516703,0.00003193254,0.0002914439,0.000062225,0.000155576,0.00003766028,0.0005649154],"category_scores_gemma":[0.0001035576,0.00007302953,0.0001517627,0.0001058982,0.00005821343,0.00003339355,0.0001274426,0.00008186373,0.00002273194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001517681,"about_ca_system_score_gemma":0.0000945467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001424424,"about_ca_topic_score_gemma":0.00008769036,"domain_scores_codex":[0.9989151,0.00005567162,0.0002393413,0.0002401708,0.0003901174,0.0001595354],"domain_scores_gemma":[0.9989759,0.0002981261,0.00007465658,0.000261117,0.0003174733,0.00007269739],"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":[0.00108723,0.0009586873,0.08401355,0.00009214053,0.005596599,0.001122778,0.02759545,0.00008784117,0.008690548,0.02128748,0.701826,0.1476417],"study_design_scores_gemma":[0.003230978,0.0001611494,0.08913277,0.0004993969,0.0002888394,0.000112009,0.04806617,0.0003736557,0.006711336,0.0001813463,0.8510256,0.0002167925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8020803,0.002821849,0.0005132416,0.1362878,0.002127131,0.0007075286,0.0005680099,0.00004685183,0.05484725],"genre_scores_gemma":[0.9777025,0.0001970639,0.002709906,0.002528113,0.0004998663,0.00006018962,0.0005887809,0.00001802887,0.01569558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1756222,"threshold_uncertainty_score":0.6185427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294525076305295,"score_gpt":0.324638720344007,"score_spread":0.3016934695809541,"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."}}