{"id":"W2516329195","doi":"10.1097/prs.0000000000002711","title":"Discussion: What Heals Hidradenitis Suppurativa: Surgery, Immunosuppression, or Both?","year":2016,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Hidradenitis Suppurativa and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Women's College Hospital","funders":"","keywords":"Medicine; Hidradenitis suppurativa; Immunosuppression; Family medicine; General surgery; Pathology; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0000652227,0.001817372,0.004153608,0.001496009,0.0005669214,0.0004433435,0.0003343047,0.001990447,0.01625205],"category_scores_gemma":[0.003167901,0.0009484956,0.001602794,0.0006879037,0.001171034,0.00197907,0.0002169842,0.002465811,0.00138917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007378706,"about_ca_system_score_gemma":0.002721295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004229201,"about_ca_topic_score_gemma":0.00001133878,"domain_scores_codex":[0.9911394,0.0009958686,0.002258192,0.00200322,0.001542705,0.002060587],"domain_scores_gemma":[0.9712785,0.02502221,0.001216215,0.001397687,0.0004494372,0.000635933],"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":[0.0008886534,0.0001252852,0.01353868,0.0006039451,0.00128152,0.1681044,0.0001729512,7.582844e-9,0.0001475135,0.000003418686,0.7380095,0.07712407],"study_design_scores_gemma":[0.002235657,0.000348927,0.002763332,0.02599016,0.001336891,0.3939018,0.0007874196,0.000003678295,0.001728835,0.0005202539,0.5678865,0.002496648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007407783,0.002410556,0.000165756,0.9611835,0.02286707,0.001966916,0.002171518,0.000558973,0.001267944],"genre_scores_gemma":[0.6929227,0.02290238,0.001625714,0.06109549,0.06281882,0.003799026,0.02134945,0.002843348,0.1306431],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.900088,"threshold_uncertainty_score":0.9998356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03360837390836343,"score_gpt":0.2702235255480888,"score_spread":0.2366151516397253,"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."}}