{"id":"W4408362670","doi":"10.1177/12034754251320645","title":"Patient Eczema Education Pictorial Study (PEEPS): A Pilot Investigation","year":2025,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Queen's University","funders":"Eczema Society of Canada","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004010518,0.0007256154,0.0007362005,0.0003921345,0.0006404918,0.00047843,0.0005173518,0.0007488432,0.004114407],"category_scores_gemma":[0.003682265,0.0003063097,0.000696838,0.0003443579,0.0006123255,0.0007756238,0.0005565467,0.001294974,0.0007261072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003595935,"about_ca_system_score_gemma":0.0009089356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009751887,"about_ca_topic_score_gemma":0.0008612727,"domain_scores_codex":[0.9984119,0.0009996459,0.00008876196,0.000107845,0.0002431188,0.000148602],"domain_scores_gemma":[0.9969928,0.001256174,0.0004007208,0.0003436364,0.0003079367,0.0006986209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.1570083,0.5395172,0.1667483,0.0013919,0.0008332733,0.001541777,0.002639678,0.0005921047,0.01026884,0.000381766,0.00202471,0.1170521],"study_design_scores_gemma":[0.05260623,0.7238672,0.216648,0.00009193547,0.0004403309,0.0009638467,0.0009343313,0.000618225,0.001528866,0.0001443863,0.002121095,0.00003550992],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970601,0.000101665,0.0001291162,0.00005603431,0.00001417037,0.001769361,0.0001553718,0.000008226639,0.0007059737],"genre_scores_gemma":[0.9947981,0.0002827124,0.0009548074,0.0002061851,0.00005200677,0.002657329,0.0003902746,0.000003476198,0.0006550387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004114407,"threshold_uncertainty_score":0.0212099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137645469263135,"score_gpt":0.2953886938979209,"score_spread":0.2740122392052896,"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."}}