{"id":"W2030848103","doi":"10.1542/peds.2006-0515","title":"Clinical and Education Workload Measurements Using Personal Digital Assistant–Based Software","year":2006,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Workload; Software; Medical physics; Medical education; Operating system","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":[0.003825679,0.0006938567,0.0003527169,0.002526592,0.0002962151,0.0006124005,0.000617695,0.000302846,0.002369749],"category_scores_gemma":[0.01456852,0.0002473618,0.0003364256,0.001807582,0.000330148,0.0007066079,0.0006344253,0.0003237404,0.0005630691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004519853,"about_ca_system_score_gemma":0.0005639629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000803085,"about_ca_topic_score_gemma":0.0008994168,"domain_scores_codex":[0.9949108,0.002185722,0.0008466867,0.0005554789,0.001329701,0.0001716843],"domain_scores_gemma":[0.9836283,0.007366064,0.003022067,0.0008086137,0.004679861,0.0004951052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003088461,0.002439897,0.4783624,0.001172238,0.0002311607,0.0002511222,0.004795155,0.003664971,0.04798566,0.0005261226,0.003834618,0.4536481],"study_design_scores_gemma":[0.0003797349,0.007708157,0.9190069,0.0001601249,0.0001458344,0.0007317244,0.002693095,0.0174975,0.04317189,0.0004656418,0.007874228,0.0001651846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655116,0.0001834908,0.02649357,0.00006490921,0.00003257126,0.001407605,0.001056562,0.0005985962,0.004651018],"genre_scores_gemma":[0.9390963,0.0002124593,0.05506461,0.00007500563,0.000064789,0.002241057,0.001405672,0.00006878119,0.001771301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003825679,"threshold_uncertainty_score":0.02023238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.050401698943682,"score_gpt":0.3403901418320919,"score_spread":0.2899884428884099,"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."}}