{"id":"W7083731346","doi":"10.17605/osf.io/uk6bf","title":"Aboriginal Health Liaison Officers’ Impact on First Nations Peoples’ rates of Did-Not-Wait in Australian Emergency Departments: A scoping review","year":2025,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Market Dynamics and Volatility","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Qualitative research; Public health; Indigenous; Health care; Health services; Medical assessment; Project commissioning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002507294,0.0003190824,0.001126271,0.0009263065,0.0002931277,0.0001645624,0.001815519,0.0002041908,0.008700995],"category_scores_gemma":[0.001374738,0.0003228151,0.0001635713,0.002861088,0.0001483422,0.0002591496,0.0001800455,0.0003827769,0.00007760554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004966251,"about_ca_system_score_gemma":0.001559977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01024439,"about_ca_topic_score_gemma":0.03924082,"domain_scores_codex":[0.9971356,0.00004834854,0.001170615,0.0009542459,0.0001578448,0.0005333116],"domain_scores_gemma":[0.9972289,0.0002554525,0.001300162,0.0009888327,0.00005910337,0.0001676186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007083083,0.0008169693,0.6749133,0.01765098,0.0001164852,0.000004090735,0.000535594,0.00009458786,1.664045e-7,0.2101684,0.09413651,0.001491971],"study_design_scores_gemma":[0.001272835,0.0008033853,0.2601568,0.3819927,0.00004854515,0.000001494342,0.0001470384,0.002881309,0.000004057727,0.01303109,0.337158,0.002502848],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.003855762,0.02797451,0.00163237,0.00776821,0.00292643,0.008349993,0.003553252,0.00005957179,0.9438799],"genre_scores_gemma":[0.2679825,0.5276871,0.01288958,0.001800835,0.0002760403,0.0006837729,0.0002841669,0.0003374054,0.1880586],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7558213,"threshold_uncertainty_score":0.9999224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0462072855419319,"score_gpt":0.4085867678385803,"score_spread":0.3623794822966485,"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."}}