{"id":"W2563349699","doi":"10.18653/v1/w16-6113","title":"Hybrid methods for ICD-10 coding of death certificates","year":2016,"lang":"en","type":"article","venue":"","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"European Commission","keywords":"ICD-10; Coding (social sciences); Computer science; Statistics; Medicine; Mathematics","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":[0.004868699,0.0008212865,0.0007077894,0.004143492,0.0006578263,0.00153661,0.001277268,0.0008735437,0.005654721],"category_scores_gemma":[0.01262211,0.0002827907,0.0009762815,0.00331049,0.0004285852,0.001448124,0.002272261,0.001409208,0.004763794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006013548,"about_ca_system_score_gemma":0.001714247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004149321,"about_ca_topic_score_gemma":0.006653477,"domain_scores_codex":[0.9964217,0.001755464,0.0003044444,0.0006149407,0.0007780928,0.0001253017],"domain_scores_gemma":[0.9933149,0.004201227,0.0002913079,0.0008994478,0.001167921,0.000125229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003064885,0.0001849592,0.008571677,0.0002589795,0.0002709342,0.00009055533,0.0003564903,0.02228553,0.002535347,0.008476816,0.01382425,0.9428379],"study_design_scores_gemma":[0.0001385306,0.0001424766,0.009661419,0.0001498307,0.0001066762,0.0005620795,0.000743073,0.9093797,0.007382818,0.04885586,0.02279634,0.00008125112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02718679,0.0009457641,0.9623775,0.0005467164,0.0002018254,0.0003007907,0.001771815,0.003677044,0.002991725],"genre_scores_gemma":[0.242852,0.0006601835,0.7395297,0.0002527128,0.0002200113,0.000580781,0.009577207,0.000366245,0.005961156],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005654721,"threshold_uncertainty_score":0.02574843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05916374058954748,"score_gpt":0.3775388936776585,"score_spread":0.318375153088111,"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."}}