{"id":"W4206705340","doi":"10.2196/preprints.31047","title":"Exploring Access to Surgical Interventions for Hidradenitis Suppurativa: Retrospective Population-Based Analysis (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hidradenitis Suppurativa and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Canadian Imperial Bank of Commerce (Canada); University of Toronto; St. Michael's Hospital; University of Ottawa","funders":"","keywords":"Hidradenitis suppurativa; Medicine; Population; Retrospective cohort study; Surgery; Psychological intervention; General surgery; Dermatology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002106006,0.0002331841,0.0003977493,0.002079024,0.000506619,0.0009629109,0.0006623391,0.0005285391,0.003186872],"category_scores_gemma":[0.007601684,0.0005521362,0.001296569,0.004387968,0.0003823504,0.0007326433,0.0008202599,0.0005845423,0.0005335822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001646964,"about_ca_system_score_gemma":0.001740466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08171038,"about_ca_topic_score_gemma":0.09200365,"domain_scores_codex":[0.997362,0.000492429,0.0005587545,0.0005931574,0.0006661465,0.0003274758],"domain_scores_gemma":[0.9916252,0.001266818,0.004902869,0.0005868204,0.001078404,0.0005397216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005145209,0.00001273152,0.9982454,0.00004436746,0.0001180482,0.00002661722,0.00007956101,0.0000271663,0.0000437232,0.00001948106,0.0007350872,0.0005963657],"study_design_scores_gemma":[0.00000855157,0.00004663198,0.998898,0.00003923419,0.00007008987,0.00009299446,0.0002245603,0.0001012785,0.00002314555,0.000009572464,0.0004808736,0.000005013755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722214,0.001002079,0.0002775491,0.0002386798,0.0000231825,0.000112953,0.02462762,0.00001732854,0.001479161],"genre_scores_gemma":[0.9911851,0.0006382928,0.000252471,0.0001931083,0.00003483503,0.0001136622,0.007301904,0.000009785723,0.0002707807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08171038,"threshold_uncertainty_score":0.1624696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2203798279028104,"score_gpt":0.4119703590857833,"score_spread":0.1915905311829728,"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."}}