{"id":"W7124905316","doi":"10.1093/fampra/cmaf089","title":"No Band-Aids for papercuts: understanding and addressing challenges of administrative workload in primary care in Canada","year":2025,"lang":"en","type":"article","venue":"Family Practice","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; University of Calgary; Simon Fraser University; Vitalité Health Network; Horizon Health Network; University of Ottawa; Dalhousie University","funders":"Research Nova Scotia","keywords":"Workload; Primary care; Autonomy; Interconnectivity; Documentation; MEDLINE; Primary health care","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01287198,0.0004343549,0.0004600851,0.001319228,0.03211206,0.009987614,0.00340517,0.001744636,0.003024029],"category_scores_gemma":[0.03341599,0.0006315119,0.0003979006,0.002836973,0.01440813,0.003029281,0.006724935,0.002649312,0.0002163072],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1253473,"about_ca_system_score_gemma":0.2535478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9596292,"about_ca_topic_score_gemma":0.9734809,"domain_scores_codex":[0.9838688,0.007545219,0.0006176346,0.0009556497,0.00342423,0.003588579],"domain_scores_gemma":[0.9654822,0.01729058,0.002827343,0.0009928151,0.006030578,0.007376414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004173678,0.0000453836,0.01439651,0.0002802603,0.000007257788,0.000888147,0.9541009,0.0001285129,0.0003143607,0.002846503,0.003631399,0.023319],"study_design_scores_gemma":[0.000008078929,0.00004030771,0.02192432,0.0004140198,0.00001026825,0.0001928117,0.9403421,0.0002708878,0.0001658929,0.0007334765,0.03586567,0.00003219498],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461105,0.003098693,0.002997408,0.01933778,0.0001562898,0.0003405784,0.0001530416,0.00005096927,0.02775477],"genre_scores_gemma":[0.9920402,0.001151552,0.001923013,0.0012487,0.00001507078,0.00007051732,0.00003717745,0.00002240855,0.003491478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8746527,"threshold_uncertainty_score":0.9094627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118276342323704,"score_gpt":0.323962657744802,"score_spread":0.2056863154210981,"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."}}