{"id":"W2911493505","doi":"10.2147/jmdh.s189461","title":"<p>Health care professionals’ knowledge and awareness of the ICD-10 coding system for assigning the cause of perinatal deaths in Jordanian hospitals</p>","year":2019,"lang":"en","type":"article","venue":"Journal of Multidisciplinary Healthcare","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; UNICEF","keywords":"Coding (social sciences); Medicine; Health care; Health professionals; Family medicine; Social science; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002187579,0.0001179786,0.0001192346,0.0004303212,0.0005869133,0.0008614439,0.0002934523,0.0003261434,0.002869152],"category_scores_gemma":[0.005724628,0.0001594413,0.0000953909,0.0004832842,0.0005467859,0.00066592,0.0008328311,0.0003759798,0.0001953161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085557,"about_ca_system_score_gemma":0.004797775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01087447,"about_ca_topic_score_gemma":0.01395659,"domain_scores_codex":[0.9988042,0.0005314016,0.0001274618,0.00008232722,0.0002026508,0.0002518726],"domain_scores_gemma":[0.995381,0.001306075,0.001726642,0.00008552043,0.0006661758,0.000834655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008089867,0.0002585935,0.9325637,0.0003665494,0.00001445967,0.0005669509,0.02830072,0.0001265361,0.00106217,0.0002523082,0.001419013,0.03498814],"study_design_scores_gemma":[0.00001389279,0.0005467333,0.8831407,0.0004924266,0.00001358427,0.0005797339,0.1089673,0.0003263259,0.0006890932,0.0001609987,0.005049718,0.00001942639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981768,0.0002625698,0.00004426886,0.0006188449,0.000004837883,0.00001097799,0.00003373033,0.000001905383,0.0008459958],"genre_scores_gemma":[0.9987832,0.0004688343,0.0001428051,0.0002722612,0.000008709342,0.00001704351,0.00004123934,8.000984e-7,0.0002651426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01087447,"threshold_uncertainty_score":0.02162236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09488246453231122,"score_gpt":0.4436656706901189,"score_spread":0.3487832061578077,"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."}}