{"id":"W2045978941","doi":"10.1097/01.asw.0000459889.36550.d7","title":"The ABCs of ICD","year":2015,"lang":"en","type":"editorial","venue":"Advances in Skin & Wound Care","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Epidemiology; Public health; Disease; Pandemic; Smallpox; Nosology; Plague (disease); Medical emergency; Infectious disease (medical specialty); Psychiatry; Coronavirus disease 2019 (COVID-19); Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002014897,0.0002023549,0.0004764854,0.00009156536,0.000572313,0.000009595896,0.0005050289,0.0009903117,0.00006160696],"category_scores_gemma":[0.004509037,0.0001352141,0.00006115424,0.0002220308,0.0001552742,0.0002000769,0.0001284587,0.002588972,0.0001197593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007027752,"about_ca_system_score_gemma":0.002393925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002438003,"about_ca_topic_score_gemma":0.002796366,"domain_scores_codex":[0.9963919,0.0004094315,0.001188729,0.0002118381,0.001243165,0.0005549248],"domain_scores_gemma":[0.9933095,0.004147382,0.0008287627,0.0004971122,0.001066243,0.0001509946],"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":[0.00007551344,0.000005573198,0.0001846408,0.002530627,0.000003916658,0.000001144281,0.008175977,0.00002226652,1.949421e-8,0.0004717494,0.9604472,0.02808137],"study_design_scores_gemma":[0.0005891988,0.00008622075,0.00002710489,0.001305101,0.00001085008,8.792464e-8,0.01301442,0.00001211875,3.987303e-7,0.001508597,0.9833196,0.0001262462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00008860994,0.03186449,0.00005197185,0.0002088554,0.8986964,0.0007371805,0.0001570378,0.0000367275,0.06815877],"genre_scores_gemma":[0.003689258,0.03216937,0.0002293382,0.0003268929,0.957862,0.00052923,0.0008929679,0.00005340901,0.004247486],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06391128,"threshold_uncertainty_score":0.9997121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06712424946037185,"score_gpt":0.4855018958670165,"score_spread":0.4183776464066447,"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."}}