{"id":"W4404840937","doi":"10.32920/27931884","title":"How I Work Smarter: A Qualitative Analysis of Emergency Physicians' Strategies for Clinical and Non-clinical Productivity","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Okanagan University College; Okanagan College; University of Alberta; University of Saskatchewan; University of Alberta Hospital","funders":"","keywords":"Productivity; Work (physics); Work productivity; Qualitative analysis; Qualitative research; Psychology; Medicine; Operations management; Engineering; Sociology; Economics; Social science; Economic growth","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":[0.0259512,0.0006175208,0.0007916654,0.002787194,0.008177071,0.005310532,0.002130363,0.002110931,0.004240274],"category_scores_gemma":[0.04703715,0.0006476917,0.0005476606,0.002920078,0.009202877,0.006293701,0.005716652,0.003148091,0.0005836472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008388502,"about_ca_system_score_gemma":0.01124527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008482415,"about_ca_topic_score_gemma":0.01336407,"domain_scores_codex":[0.9818254,0.01374927,0.0005850958,0.0008576058,0.001407189,0.001575512],"domain_scores_gemma":[0.9394453,0.0503195,0.002287292,0.0009976927,0.004444263,0.002506055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002233642,0.00002051006,0.001072598,0.0002511573,0.000002621462,0.0002318961,0.991771,0.00003525428,0.0002822688,0.00137554,0.001060902,0.003873876],"study_design_scores_gemma":[0.000005001627,0.00001869375,0.0008087837,0.0002776512,0.000002783673,0.00006855494,0.9906904,0.00007274691,0.000179275,0.0006154087,0.007251072,0.000009679886],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500966,0.001259467,0.01450048,0.01455397,0.000304028,0.001411167,0.001231037,0.0000718837,0.01657143],"genre_scores_gemma":[0.9779733,0.001432505,0.008547072,0.00324661,0.00005840256,0.002188517,0.0003032323,0.0001103537,0.006140031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0259512,"threshold_uncertainty_score":0.1372448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458463718787097,"score_gpt":0.4953121527157796,"score_spread":0.3494657808370699,"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."}}