{"id":"W4411540272","doi":"10.3399/bjgpo.2025.0060","title":"Management of hidradenitis suppurativa in UK primary care: a cross-sectional survey","year":2025,"lang":"en","type":"article","venue":"BJGP Open","topic":"Hidradenitis Suppurativa and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Hidradenitis suppurativa; Primary care; Medicine; Cross-sectional study; Dermatology; Primary health care; Family medicine; Environmental health; Internal medicine; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001947995,0.0001557312,0.0003723536,0.0001684141,0.00006954578,0.00007067824,0.0002632736,0.00008491822,0.0004259605],"category_scores_gemma":[0.00002328189,0.0001406572,0.00006756534,0.0004659088,0.00008218784,0.0001685971,0.0002848516,0.0001241124,0.00004767441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003059478,"about_ca_system_score_gemma":0.0002327551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001393153,"about_ca_topic_score_gemma":0.0004086708,"domain_scores_codex":[0.9986834,0.0001052786,0.0004114635,0.0003367122,0.0002499108,0.0002132214],"domain_scores_gemma":[0.9993789,0.00008538182,0.0000664183,0.0003235417,0.00008465374,0.00006117208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004781521,0.0002676854,0.9860162,0.0002338143,0.000189,0.008191095,0.0001767383,2.39745e-7,0.00008749487,0.0008393428,0.0003651675,0.003155058],"study_design_scores_gemma":[0.004555704,0.000125979,0.9922015,0.0002954703,0.00003137882,0.001031155,0.0001248822,0.000002474045,0.0005820382,0.0002015731,0.0007448575,0.0001029986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7045066,0.0004882445,0.00006333867,0.001335396,0.0003151782,0.002306432,0.0002360528,0.00002706172,0.2907217],"genre_scores_gemma":[0.9832003,0.00005733546,0.0007961312,0.00001652932,0.00001490295,0.0001409802,0.0007991403,0.00001337778,0.01496126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2786938,"threshold_uncertainty_score":0.5735835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03794597439602588,"score_gpt":0.3657492615135178,"score_spread":0.3278032871174919,"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."}}