{"id":"W2106893659","doi":"10.1177/183335830503400203","title":"Asthma Terminology and Classification in Hospital Records","year":2005,"lang":"en","type":"article","venue":"Health Information Management","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Park","funders":"Australian Research Council; University of Sydney; World Health Organization","keywords":"Terminology; Asthma; Documentation; Medicine; Current Procedural Terminology; Family medicine; Project commissioning; Publishing; Nursing; Computer science; Political science; Linguistics","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":[0.01170986,0.0002011879,0.0004981679,0.01230138,0.0009369593,0.001691151,0.001163644,0.0003330323,0.003109051],"category_scores_gemma":[0.07467583,0.0002847619,0.0005108285,0.01837399,0.0008302009,0.001919876,0.001632007,0.0006802596,0.000847504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002980819,"about_ca_system_score_gemma":0.004981823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01863206,"about_ca_topic_score_gemma":0.01561227,"domain_scores_codex":[0.9745618,0.008285263,0.01029266,0.001235764,0.004990003,0.0006345099],"domain_scores_gemma":[0.9285426,0.02336425,0.02492095,0.006795694,0.01557757,0.0007989904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004076139,0.0001370326,0.698696,0.003928965,0.0001307479,0.001067578,0.02325288,0.001212846,0.002731262,0.009239496,0.02656795,0.2326277],"study_design_scores_gemma":[0.00003996981,0.0002032163,0.9082382,0.001991506,0.00008762849,0.001793261,0.009603533,0.001654544,0.001516525,0.003147115,0.07163422,0.00009037253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8365554,0.007352382,0.02948995,0.004373167,0.0007300428,0.006888249,0.06869029,0.0005091222,0.04541148],"genre_scores_gemma":[0.8494217,0.004316899,0.07509347,0.000911561,0.0002830962,0.003966935,0.05957614,0.000152295,0.006277869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01863206,"threshold_uncertainty_score":0.06192839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0173643321588103,"score_gpt":0.2999789168459304,"score_spread":0.2826145846871201,"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."}}