{"id":"W4414523081","doi":"10.20944/preprints202509.1989.v1","title":"Development of a Canadian Framework for Global Health Access and Equity: Outcomes from the 2025 Global Health Access and Equity Workshop at the University of British Columbia","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Global health; Equity (law); Health equity; Government (linguistics); Health policy; Public health; Pandemic; Civil society","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04113722,0.001290357,0.001008568,0.005508093,0.01454702,0.01947568,0.003802756,0.00487888,0.01024582],"category_scores_gemma":[0.03561321,0.0005117354,0.001324108,0.007074245,0.01505489,0.006089482,0.01063479,0.008793565,0.0006729939],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2108963,"about_ca_system_score_gemma":0.4104091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9800324,"about_ca_topic_score_gemma":0.9812791,"domain_scores_codex":[0.9752644,0.009019479,0.0004930208,0.001076875,0.009389011,0.004757264],"domain_scores_gemma":[0.96732,0.00623768,0.0004558428,0.001322094,0.01993382,0.004730558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001981691,0.00002217121,0.001165115,0.0001397173,0.00001770201,0.00006747374,0.003139461,0.00155809,0.00005666566,0.8804064,0.09374706,0.01966033],"study_design_scores_gemma":[0.00006262845,0.0000275599,0.007718728,0.001666533,0.00007221357,0.00008403639,0.0101813,0.004714993,0.0003264435,0.3983195,0.5766508,0.0001753262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.009877338,0.01538414,0.03069884,0.5795916,0.002080168,0.0006557971,0.005164708,0.0002012079,0.3563462],"genre_scores_gemma":[0.71401,0.0200869,0.1328201,0.05839241,0.0009219434,0.001571265,0.005610386,0.0004539244,0.06613307],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7891037,"threshold_uncertainty_score":0.9152485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6177864434876112,"score_gpt":0.5277939391085007,"score_spread":0.08999250437911055,"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."}}