{"id":"W4416028666","doi":"10.1111/jdv.70171","title":"The <scp>SWITCH</scp> algorithm: An expert consensus on treat‐to‐target criteria for chronic prurigo","year":2025,"lang":"en","type":"article","venue":"Journal of the European Academy of Dermatology and Venereology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovaderm (Canada)","funders":"Galderma; Deutsche Forschungsgemeinschaft","keywords":"MEDLINE; Alternative medicine; Systematic review; Chronic disease","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":[0.1420205,0.001214238,0.002315182,0.007476316,0.003287823,0.0040086,0.005925862,0.003744631,0.004835907],"category_scores_gemma":[0.146037,0.0008431905,0.005176649,0.003366945,0.002273878,0.003393094,0.007881743,0.00467328,0.002530526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005247897,"about_ca_system_score_gemma":0.02914348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003771171,"about_ca_topic_score_gemma":0.005847468,"domain_scores_codex":[0.8944228,0.07120527,0.0164107,0.002995849,0.01297322,0.001992144],"domain_scores_gemma":[0.8530105,0.05074435,0.01622559,0.006803296,0.06593752,0.007278796],"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":[0.002867509,0.001194293,0.03589639,0.01589491,0.001872605,0.001043399,0.01167043,0.01158346,0.004201757,0.02386413,0.2260224,0.6638887],"study_design_scores_gemma":[0.009064301,0.004693349,0.07349789,0.03653171,0.004560004,0.005212006,0.01542393,0.1493076,0.01081254,0.130941,0.5585351,0.001420562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07938097,0.009980326,0.671989,0.0636389,0.005318278,0.08820316,0.004157327,0.002561312,0.07477077],"genre_scores_gemma":[0.1393514,0.001406872,0.8288888,0.003672789,0.0005918791,0.02002093,0.003260977,0.0002833519,0.00252297],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1420205,"threshold_uncertainty_score":0.7510854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109998020462933,"score_gpt":0.3324636463383322,"score_spread":0.3113636661337029,"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."}}