{"id":"W4233136386","doi":"10.1097/der.0000000000000788","title":"Self-Assessment","year":2021,"lang":"en","type":"article","venue":"Dermatitis","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008069837,0.00006815885,0.0001176679,0.00007339813,0.0001001464,0.0001160114,0.00008221844,0.00006169103,0.0003707013],"category_scores_gemma":[0.00001481059,0.0000679283,0.00003421603,0.0002582954,0.000008170718,0.0002884367,0.00008845539,0.00008464165,0.0007053696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003213885,"about_ca_system_score_gemma":0.00004988493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005202741,"about_ca_topic_score_gemma":0.0004148948,"domain_scores_codex":[0.9994052,0.000007496947,0.0001683657,0.0001317146,0.0001139503,0.0001732451],"domain_scores_gemma":[0.9996076,0.000009532308,0.00006364435,0.0001932203,0.0001190989,0.000006941642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.560071e-7,0.00008632633,0.07509111,0.0008285118,0.00003797005,0.0004727188,0.00004129372,0.000001040771,0.00006914742,0.7320711,0.1260841,0.06521659],"study_design_scores_gemma":[0.0001373552,0.000001199895,0.06658923,0.00001856641,0.00000607945,0.00002962374,0.00009201236,0.0006825558,0.00004502052,0.002844503,0.9294735,0.00008036766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3621083,0.0005693108,0.003014256,0.08264513,0.00208958,0.0003427109,0.000005322117,0.001506329,0.547719],"genre_scores_gemma":[0.9842367,0.00002124678,0.001815022,0.01326137,0.0004572857,0.00002105397,0.00002076767,0.00001150576,0.0001550402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8033894,"threshold_uncertainty_score":0.9066335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207748538428717,"score_gpt":0.2506341867569408,"score_spread":0.2385567013726536,"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."}}