{"id":"W2744963167","doi":"10.1136/emermed-2017-206809","title":"Impact of Physician Navigators on productivity indicators in the ED","year":2017,"lang":"en","type":"article","venue":"Emergency Medicine Journal","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center; Queen's University","funders":"","keywords":"Medicine; Emergency department; Productivity; Emergency medicine; Emergency physician; Retrospective cohort study; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00122245,0.0002273198,0.0005254812,0.0003258264,0.0004669582,0.000004379614,0.0004352597,0.00005873299,0.002018946],"category_scores_gemma":[0.001468547,0.0001128731,0.000304781,0.0004022594,0.0003155482,0.0001527373,0.00004142177,0.000796848,0.000007978371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006929954,"about_ca_system_score_gemma":0.0001278903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001622276,"about_ca_topic_score_gemma":0.00001597222,"domain_scores_codex":[0.9980008,0.0001235588,0.0006331972,0.000213241,0.000704305,0.0003248771],"domain_scores_gemma":[0.9982862,0.00003806093,0.0006733615,0.0006863757,0.000181254,0.0001346782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002004637,0.000465013,0.6163157,0.00005406269,0.0002973171,0.00001940697,0.003990927,0.000002917741,0.002079919,0.0001300275,0.3715205,0.004923676],"study_design_scores_gemma":[0.001133846,0.00184174,0.9855284,0.0004553619,0.0001487929,0.00005788645,0.001092744,0.000003035779,0.0002782819,0.0004699183,0.008871924,0.0001180622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323023,0.001581313,0.000005477774,0.005759696,0.002032289,0.0002630363,0.000004686714,0.00000802493,0.05804316],"genre_scores_gemma":[0.9940578,0.002420845,0.000005804393,0.00004472811,0.002576207,0.000007797843,0.000003168751,0.0000167358,0.0008669315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3692127,"threshold_uncertainty_score":0.9988933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03335505455215614,"score_gpt":0.3956030221702617,"score_spread":0.3622479676181056,"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."}}