{"id":"W7163099160","doi":"","title":"Taxonomy of Evidence-Informed Policies for the Unified Health System in Brazil (PIE-SUS): governance, financial, delivery arrangements, and implementation strategies in health systems","year":2025,"lang":"","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Taxonomy (biology); Healthcare system; Health services; Health policy; Adaptation (eye); One Health","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":[0.045416,0.001578722,0.00163644,0.02482019,0.005091787,0.01108754,0.003516483,0.005148064,0.008930979],"category_scores_gemma":[0.1126437,0.001238518,0.002990037,0.02249761,0.006592323,0.0114219,0.006414196,0.006800205,0.003027474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02358459,"about_ca_system_score_gemma":0.1188566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06927463,"about_ca_topic_score_gemma":0.08759017,"domain_scores_codex":[0.9560697,0.016059,0.01248986,0.001382869,0.01204388,0.001954634],"domain_scores_gemma":[0.920469,0.02856546,0.008681627,0.005804677,0.03246429,0.004014912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005261553,0.0001047655,0.005937614,0.009750952,0.00007296657,0.0001668566,0.007042039,0.001041512,0.0003024686,0.6843616,0.1238687,0.167298],"study_design_scores_gemma":[0.00004345835,0.0001179968,0.01137978,0.03625024,0.0001964734,0.0005636135,0.008904756,0.001026785,0.0004673144,0.1760655,0.7648879,0.00009625458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01702065,0.1516176,0.1367545,0.209821,0.0065408,0.01345877,0.03753132,0.002316359,0.4249389],"genre_scores_gemma":[0.1632122,0.1130228,0.630426,0.01664512,0.0006344461,0.01242927,0.03474604,0.0006157912,0.02826831],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06927463,"threshold_uncertainty_score":0.2401857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255433100556038,"score_gpt":0.4095580641998884,"score_spread":0.2840147541442846,"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."}}