{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08643842,0.001631985,0.001737774,0.004295956,0.008518621,0.0153903,0.005652858,0.04751926,0.0571455],"category_scores_gemma":[0.1946725,0.001327519,0.001984139,0.002449924,0.005941956,0.02900443,0.01477634,0.03867612,0.02943842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008409387,"about_ca_system_score_gemma":0.06588334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398852,"about_ca_topic_score_gemma":0.02467297,"domain_scores_codex":[0.9550052,0.02048941,0.003111407,0.003412238,0.0115447,0.006437014],"domain_scores_gemma":[0.6126549,0.1044897,0.01038506,0.01323911,0.1171723,0.1420589],"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":[0.0001332662,0.0003782396,0.002065141,0.000914011,0.00003454725,0.0005887004,0.001743477,0.0001330395,0.0004005062,0.01615912,0.8399569,0.1374931],"study_design_scores_gemma":[0.0002692893,0.000546753,0.005294412,0.007660793,0.0000825772,0.001516267,0.01042594,0.0007391553,0.0006274271,0.01798066,0.9546312,0.0002255982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003923281,0.002273157,0.002692037,0.9828982,0.008992095,0.0000532473,0.00003738011,0.0002612123,0.002400318],"genre_scores_gemma":[0.02410591,0.01569797,0.0369687,0.8690587,0.01928165,0.0005691644,0.0003222763,0.0005419616,0.03345373],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08643842,"threshold_uncertainty_score":0.4571356,"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."}}