{"id":"W4412785972","doi":"10.46747/cfp.710708455","title":"Update to acne vulgaris treatment for Canadian practice","year":2025,"lang":"en","type":"review","venue":"Canadian Family Physician","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"Sun Pharma; Galderma; Incyte; Regeneron Pharmaceuticals; Celltrion; Sanofi; Pfizer; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Isotretinoin; Acne; MEDLINE; Cochrane Library; Benzoyl peroxide; Population; Dermatology; Family medicine; Intensive care medicine; Randomized controlled trial; Surgery; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01053083,0.001140051,0.00186298,0.009396109,0.00232664,0.004022434,0.00382432,0.003196701,0.02878633],"category_scores_gemma":[0.04372901,0.0005504925,0.002673798,0.008527934,0.001092709,0.002370906,0.002453187,0.003887025,0.005931418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04160587,"about_ca_system_score_gemma":0.1356966,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7419208,"about_ca_topic_score_gemma":0.8416295,"domain_scores_codex":[0.9872649,0.00195561,0.001747695,0.0005156564,0.007750771,0.0007653282],"domain_scores_gemma":[0.9074629,0.005534838,0.00364225,0.0008516539,0.07743753,0.005070854],"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":[0.00007786725,0.00007125527,0.00195434,0.01036413,0.0001773543,0.0001158751,0.0002571161,0.0001715896,0.0001159536,0.00163732,0.616308,0.3687491],"study_design_scores_gemma":[0.000131906,0.00005498619,0.008511735,0.02984163,0.0003736641,0.0002049958,0.0002729739,0.0001313224,0.00008866957,0.0007132976,0.9596205,0.00005429124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00240145,0.5550061,0.003352158,0.2771823,0.02482897,0.001494009,0.02342477,0.0009762304,0.1113341],"genre_scores_gemma":[0.03299765,0.7712596,0.04681654,0.08427044,0.009930491,0.001763664,0.02596458,0.0003672097,0.02662975],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2580792,"threshold_uncertainty_score":0.5191982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03938831881656017,"score_gpt":0.3461463595698935,"score_spread":0.3067580407533333,"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."}}