{"id":"W4417066254","doi":"10.1016/j.healthpol.2025.105527","title":"Judicious resource managers or administrative intermediaries: A systematic review of family physician perspectives on the administrative process of referring patients to other clinicians in high income countries","year":2025,"lang":"en","type":"review","venue":"Health Policy","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Alberta; University of British Columbia; University of Manitoba; Hamilton Health Sciences; University of Winnipeg; University of Toronto; Women's College Hospital; McMaster University","funders":"Canada Research Chairs; Providence Health Care; Canadian Institutes of Health Research; Ontario SPOR SUPPORT Unit","keywords":"Process (computing); Resource (disambiguation); Power (physics); Low and middle income countries; High income countries; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03506657,0.0009223116,0.004467962,0.01275114,0.001488659,0.004413617,0.00187484,0.001820933,0.001886359],"category_scores_gemma":[0.1203679,0.001130707,0.004390348,0.01480371,0.002255412,0.005094566,0.002426085,0.00132402,0.0001371463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007346118,"about_ca_system_score_gemma":0.03031061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01773651,"about_ca_topic_score_gemma":0.05594124,"domain_scores_codex":[0.9633603,0.02018269,0.01003116,0.001822693,0.003889109,0.0007140228],"domain_scores_gemma":[0.8454099,0.125531,0.01892645,0.001516419,0.007565545,0.00105083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002415983,0.00002894674,0.004783997,0.884328,0.004254111,0.0003325017,0.01187848,0.0001182602,0.0001863334,0.0007111166,0.001616247,0.0915205],"study_design_scores_gemma":[0.00007541262,0.0001319003,0.007949243,0.9553928,0.009105096,0.0004250762,0.008673936,0.00005115653,0.0001449931,0.0002481884,0.0177629,0.0000391902],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006651553,0.9914034,0.000254776,0.0005943298,0.00009150959,0.0002411587,0.0002652971,0.000004677627,0.0004933444],"genre_scores_gemma":[0.08374223,0.9119908,0.002055378,0.001011007,0.0000600349,0.0008186648,0.0002301362,0.00001001639,0.00008165688],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03506657,"threshold_uncertainty_score":0.185452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0805937172095332,"score_gpt":0.4412363549922472,"score_spread":0.360642637782714,"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."}}