{"id":"W4404651137","doi":"10.1111/joim.20034","title":"An electronic medical record retrieval system can be used to identify missed diagnosis in patients with primary ciliary dyskinesia","year":2024,"lang":"en","type":"article","venue":"Journal of Internal Medicine","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Primary ciliary dyskinesia; Bronchiectasis; Pediatrics; Medical record; Medical diagnosis; Intensive care medicine; Surgery; Internal medicine; Pathology; Lung","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":[],"consensus_categories":[],"category_scores_codex":[0.001769023,0.0002932686,0.0009941802,0.0009003706,0.0000292876,0.00004644689,0.0005061693,0.000132402,0.0004566764],"category_scores_gemma":[0.002538572,0.0001806768,0.0001191454,0.0009353902,0.0001498399,0.0002899597,0.0000599584,0.001398062,0.000009344847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001409929,"about_ca_system_score_gemma":0.001080746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002310398,"about_ca_topic_score_gemma":0.0001764385,"domain_scores_codex":[0.9942246,0.0002020989,0.001293628,0.0003879271,0.00329776,0.0005939728],"domain_scores_gemma":[0.9968922,0.0006233099,0.0002646104,0.0002856383,0.0006355581,0.001298673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03246985,0.0009316492,0.8787255,0.003275279,0.000847645,0.01303277,0.002297756,0.00002521516,0.01974829,0.00005118886,0.02483885,0.02375606],"study_design_scores_gemma":[0.01724534,0.04843384,0.8587399,0.05326383,0.0004989735,0.002038572,0.001160017,0.0009921918,0.002725058,0.00002980879,0.01438989,0.0004825388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708506,0.001674347,0.001021421,0.02511176,0.0006800142,0.0005091883,0.00001114696,0.00004364873,0.00009790566],"genre_scores_gemma":[0.9961647,0.0001390605,0.0004059497,0.001851433,0.001287948,0.00001125655,0.0000169803,0.00005954413,0.00006312223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04998855,"threshold_uncertainty_score":0.7367786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01440372962693282,"score_gpt":0.3368518096988271,"score_spread":0.3224480800718943,"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."}}