{"id":"W4392151544","doi":"10.3138/canlivj-2023-0013","title":"Identifying patients with diagnosed cirrhosis in administrative health databases: a validation study","year":2024,"lang":"en","type":"article","venue":"Canadian Liver Journal","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Queen's University; Manitoba Health","funders":"Health Research Board; University of Manitoba","keywords":"Cirrhosis; Database; Medicine; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002092066,0.0001019626,0.000142623,0.0004637942,0.000128988,0.0001165681,0.00004601162,0.00001790427,0.0002133847],"category_scores_gemma":[0.000008808624,0.00008512925,0.0000323382,0.0002929647,0.00001403098,0.0004339749,0.000003207326,0.0002556595,0.00002878248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005093036,"about_ca_system_score_gemma":0.002049458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03201181,"about_ca_topic_score_gemma":0.1401907,"domain_scores_codex":[0.9990064,0.00009845353,0.0002163763,0.000186329,0.0002580777,0.0002343447],"domain_scores_gemma":[0.9991565,0.00004466887,0.00004602204,0.00009224132,0.00007800504,0.0005825908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001078004,0.0002083823,0.9809405,0.0001601586,0.000270087,0.0047483,0.01046973,0.000002921745,0.000001734622,0.00006698738,0.0005244773,0.00249895],"study_design_scores_gemma":[0.001902148,0.0005664757,0.9931754,0.0009001663,0.000273933,0.00007559676,0.002786186,0.00003635221,0.00001408334,0.00001057469,0.0001643367,0.00009469445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978623,0.0005770014,0.0001755694,0.000310699,0.0001702331,0.0005754028,0.0001786424,0.00001405321,0.0001360634],"genre_scores_gemma":[0.9990546,0.0001330591,0.0001122881,0.000295981,0.00009240416,0.00001409256,0.0002529049,0.00001535264,0.0000293961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1081789,"threshold_uncertainty_score":0.9744341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05924897440416955,"score_gpt":0.3359239797033463,"score_spread":0.2766750052991768,"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."}}