{"id":"W4210875853","doi":"10.2196/preprints.33391","title":"Common Dermatologic Disorders in Down Syndrome: Systematic Review (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Autoimmune and Inflammatory Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; SickKids Foundation; Hospital for Sick Children; University of Guelph; McMaster University","funders":"","keywords":"Medicine; Hidradenitis suppurativa; Alopecia areata; Dermatology; Psoriasis; Acanthosis nigricans; Observational study; Atopic dermatitis; Internal medicine; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007512202,0.0005620081,0.003444192,0.000236627,0.00004995656,0.00005554123,0.0004569545,0.0005079543,0.001437718],"category_scores_gemma":[0.0005034559,0.000453138,0.0006253961,0.0003390947,0.00009698475,0.00009567955,0.0009581722,0.001354467,0.0002860526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001885483,"about_ca_system_score_gemma":0.0003869634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002626365,"about_ca_topic_score_gemma":0.0003434035,"domain_scores_codex":[0.9959983,0.0004269934,0.001906803,0.0007744975,0.0004521814,0.0004412687],"domain_scores_gemma":[0.997098,0.0001197297,0.0005266785,0.00203652,0.00009406405,0.0001250259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00000966039,0.0003056682,0.01656168,0.9806103,0.000294061,0.0005942627,0.0002163278,0.00005008763,0.000005270398,0.0001463735,0.001012019,0.0001943394],"study_design_scores_gemma":[0.001326756,0.00008614248,0.03000583,0.9606902,0.001571834,0.001656685,0.001927468,0.00055672,0.0000379408,0.0006560026,0.000444173,0.001040253],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4709599,0.4300759,0.0004166963,0.01200616,0.0007363312,0.01891797,0.000008691316,0.000771889,0.06610646],"genre_scores_gemma":[0.921121,0.07138204,0.0002545586,0.004692371,0.000006543603,0.001257608,0.0002781592,0.00006141058,0.0009463001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4501611,"threshold_uncertainty_score":0.999792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094168398657109,"score_gpt":0.2697996392775037,"score_spread":0.2588579552909326,"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."}}