{"id":"W4404473875","doi":"10.1111/ijd.17546","title":"One Acne™: A holistic management approach to improve overall skin quality and treatment outcomes in acne with or without sensitive skin","year":2024,"lang":"en","type":"review","venue":"International Journal of Dermatology","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Windsor Clinical Research; University of Windsor; Western University","funders":"Galderma","keywords":"Medicine; Acne; Dermatology; Adapalene; Keratolytic; Acne treatment; Benzoyl peroxide; Irritation; Patient satisfaction; Tazarotene; Surgery","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":[0.0001034019,0.000422811,0.002366791,0.0006548653,0.00002376565,0.0000527128,0.0001424419,0.0001836503,0.000006880061],"category_scores_gemma":[0.0000311828,0.0002164355,0.0003009468,0.0001209969,0.00006169064,0.00007083364,0.0001090182,0.0003238403,0.0000164145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005536639,"about_ca_system_score_gemma":0.0002343011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006915035,"about_ca_topic_score_gemma":0.00004305723,"domain_scores_codex":[0.9979426,0.0001600061,0.0008855347,0.0003623614,0.0004066038,0.0002428532],"domain_scores_gemma":[0.99889,0.0001635268,0.0004587014,0.0001682487,0.0001436968,0.0001757918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00260907,0.003502247,0.002420325,0.009125197,0.0230501,0.03544868,0.001416662,0.000003365544,0.000002066486,0.001847664,0.0003891409,0.9201855],"study_design_scores_gemma":[0.03296622,0.006471368,0.01299762,0.05183668,0.02817225,0.2199698,0.001149165,0.0001293545,0.00005120755,0.0003496206,0.6440155,0.00189118],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03057514,0.9479702,0.001987587,0.007296464,0.001952159,0.005407158,0.0002801714,0.00005627469,0.004474809],"genre_scores_gemma":[0.05173674,0.9410639,0.00421674,0.0004353169,0.0002668879,0.000120266,0.00008546638,0.00006130367,0.002013381],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9182943,"threshold_uncertainty_score":0.8825984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08182940354685586,"score_gpt":0.4200110999284462,"score_spread":0.3381816963815903,"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."}}