{"id":"W2735762641","doi":"10.1177/183335830303100207","title":"Coder Educator: The Way Forward","year":2003,"lang":"en","type":"article","venue":"Health Information Management","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Coding (social sciences); Workforce; Publishing; Project commissioning; Medical classification; Medical education; Knowledge management; Computer science; Psychology; Multimedia; Medicine; Nursing; Sociology; Political science; Social science","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004720828,0.0001483063,0.0002013183,0.0001952128,0.00236162,0.00003124195,0.0002097166,0.0001027811,0.001352728],"category_scores_gemma":[0.0002133609,0.00009949238,0.00004774854,0.0003482913,0.000039339,0.0006635432,0.0000618229,0.0005801056,0.006086894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004556454,"about_ca_system_score_gemma":0.0005030708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008689301,"about_ca_topic_score_gemma":0.0000260338,"domain_scores_codex":[0.9966489,0.0004758564,0.001418704,0.0001031383,0.000579645,0.0007737713],"domain_scores_gemma":[0.9982364,0.0001933444,0.0006467952,0.0004477344,0.0001433134,0.0003324574],"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":[0.00001389283,0.00001549516,0.0008720597,0.001913482,0.0000143549,1.174256e-7,0.00962927,0.00004537764,1.308632e-8,0.3690352,0.5560827,0.06237806],"study_design_scores_gemma":[0.0006685897,0.00004181527,0.005030928,0.0001307627,0.000006528699,0.000001159141,0.01371344,0.000661296,5.4076e-7,0.001524063,0.9781241,0.00009677396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001641926,0.0002129244,0.1001035,0.06276949,0.004543247,0.004781337,0.0000198893,0.0003743712,0.8255533],"genre_scores_gemma":[0.4647788,0.002140683,0.01187997,0.5019344,0.000562355,0.002694186,0.0003583704,0.00004320546,0.015608],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8099453,"threshold_uncertainty_score":0.9995602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.155743069968391,"score_gpt":0.4477675448563652,"score_spread":0.2920244748879741,"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."}}