{"id":"W2068664560","doi":"10.1109/hicss.2013.128","title":"ChargeMed: Development of a Mobile Application for Medical Coding and Billing within the Ontario Healthcare Environment","year":2013,"lang":"en","type":"article","venue":"","topic":"Trade Secret Protection Methods","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Coding (social sciences); Reimbursement; Remuneration; Health care; Computer science; Architecture; Process management; Medical classification; Knowledge management; Business; Medicine; Nursing; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001020695,0.0004490504,0.0001831237,0.0006609421,0.0007316777,0.001177107,0.0009965156,0.0005128997,0.01071174],"category_scores_gemma":[0.003939265,0.0003458325,0.0002811749,0.0005332659,0.0005281321,0.0007885285,0.001246137,0.0005080417,0.002509387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0030349,"about_ca_system_score_gemma":0.006811789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.155756,"about_ca_topic_score_gemma":0.1825623,"domain_scores_codex":[0.9992799,0.0001042018,0.00004424966,0.00008733945,0.0003764548,0.0001079679],"domain_scores_gemma":[0.9985878,0.0003692444,0.00009346251,0.0001493364,0.0005979686,0.0002022345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000721457,0.0003884271,0.02325828,0.0005449257,0.00005651152,0.002224734,0.007201458,0.004159803,0.07352718,0.01329659,0.09548488,0.7791358],"study_design_scores_gemma":[0.0004434068,0.0008552804,0.05466541,0.0004045408,0.0001282006,0.001815378,0.00239173,0.1360184,0.03898712,0.003477226,0.7605239,0.0002894091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.1771315,0.0004611496,0.650335,0.003397194,0.0003022938,0.006317753,0.003490143,0.08366148,0.07490353],"genre_scores_gemma":[0.4248964,0.000576956,0.4935353,0.0009038547,0.0001066187,0.001678239,0.004129245,0.003119503,0.07105397],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.844244,"threshold_uncertainty_score":0.3096989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08175659163493891,"score_gpt":0.4047237583916848,"score_spread":0.3229671667567459,"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."}}