{"id":"W6902039692","doi":"10.6084/m9.figshare.21522035.v1","title":"Additional file 4 of Field testing a new ICD coding system: methods and early experiences with ICD-11 Beta Version 2018","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Field (mathematics); Coding (social sciences); BETA (programming language); Data collection","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000229078,0.00007647382,0.0001660166,0.00007148078,0.001062172,0.000007832174,0.0001128541,0.00007230171,0.9766384],"category_scores_gemma":[0.004416319,0.00006391787,0.000018036,0.000211224,0.000007596678,0.0001349639,0.0001624372,0.0003687925,0.000178131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000747836,"about_ca_system_score_gemma":0.0005140414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001648411,"about_ca_topic_score_gemma":0.000007817775,"domain_scores_codex":[0.9987537,0.0002426862,0.0003409525,0.0001328331,0.0003058569,0.0002239188],"domain_scores_gemma":[0.9923972,0.006875542,0.0003554403,0.0001097974,0.0001017544,0.0001602285],"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":[0.00001778471,0.000003584626,0.00007227373,0.0008778024,0.000002670285,0.000001365415,0.004486843,0.000001534508,0.000001036817,0.000009440939,0.9926595,0.001866125],"study_design_scores_gemma":[0.0002938268,0.0003403229,0.00165784,0.008957429,0.000005181454,0.000007613071,0.02753953,0.001597206,0.00001352601,0.000004486239,0.9594808,0.0001022077],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0007686914,0.00004802286,0.00004317203,0.0002026093,0.0001166046,0.0003867402,0.9829443,0.00009051691,0.0153994],"genre_scores_gemma":[0.04411615,0.000001209719,0.04809956,0.002508597,0.0008946172,0.00784979,0.8903739,0.00004079644,0.006115397],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9764602,"threshold_uncertainty_score":0.8169476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.296507299642635,"score_gpt":0.4456543144651908,"score_spread":0.1491470148225558,"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."}}