{"id":"W4307380285","doi":"10.1177/2473974x221134106","title":"Improving Timeliness in Surgical Discharge Summary Distribution: A Quality Improvement Initiative","year":2022,"lang":"en","type":"article","venue":"OTO Open","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Workload; Psychological intervention; Metric (unit); Quality management; Quality assurance; Emergency medicine; Operations management; Computer science; Nursing; Engineering","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":[0.02182535,0.0006160843,0.0003643486,0.001152769,0.001273305,0.002657074,0.002055468,0.0008044419,0.002112292],"category_scores_gemma":[0.04517808,0.0003455919,0.0006660802,0.001284012,0.0008556051,0.002036276,0.002893473,0.001435332,0.0003400338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002889494,"about_ca_system_score_gemma":0.0164962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003445118,"about_ca_topic_score_gemma":0.006564203,"domain_scores_codex":[0.9815887,0.008270469,0.001950392,0.0009672002,0.005691011,0.00153221],"domain_scores_gemma":[0.9557318,0.0121999,0.01376311,0.001987702,0.008966126,0.007351385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008013013,0.008983967,0.1206624,0.00196572,0.0001311901,0.0001613703,0.004774868,0.001824702,0.006488923,0.0007302231,0.01419554,0.8392799],"study_design_scores_gemma":[0.001389329,0.02313934,0.9044361,0.001366107,0.0003165854,0.0007339326,0.01214507,0.006085597,0.01333927,0.00112075,0.03576172,0.0001663092],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386423,0.001754991,0.02231592,0.02377518,0.00048025,0.001878146,0.0003976969,0.001963315,0.008792154],"genre_scores_gemma":[0.9377502,0.0007952435,0.05638337,0.002177164,0.0002305953,0.0007824021,0.0003837181,0.00007894592,0.001418233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02182535,"threshold_uncertainty_score":0.1154249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04658549981161056,"score_gpt":0.3489821486881595,"score_spread":0.3023966488765489,"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."}}