{"id":"W4406429384","doi":"10.1007/s40258-024-00943-8","title":"Methods and Practical Considerations for Conducting Budget Impact Analysis for Non-Pharmaceutical Interventions","year":2025,"lang":"en","type":"review","venue":"Applied Health Economics and Health Policy","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children; University of Toronto; Public Health Ontario","funders":"","keywords":"Psychological intervention; Health economics; Health technology; Health administration; Public health; Medicine; Health care; Population health; Intervention (counseling); Population; Agency (philosophy); Health policy; Guideline; Public economics; Actuarial science; Business; Environmental health; Nursing; Economics; Economic growth; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.03515844,0.0007127291,0.007933207,0.002323904,0.001399184,0.0003303086,0.000150034,0.0005592103,0.00006539741],"category_scores_gemma":[0.004343421,0.0008535064,0.00128421,0.0005229685,0.0001692402,0.0002493508,0.0001706459,0.0006007711,0.00002618417],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002527271,"about_ca_system_score_gemma":0.008900128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002596526,"about_ca_topic_score_gemma":0.0008938168,"domain_scores_codex":[0.9863337,0.0005618753,0.01014449,0.00158581,0.00004046374,0.001333676],"domain_scores_gemma":[0.9755007,0.01511466,0.007413355,0.0007159642,0.00009804215,0.001157282],"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":[0.0000133345,0.0001147634,0.0000341977,0.09206095,0.001929455,1.055479e-7,0.0006700678,0.00003011745,4.766578e-9,0.8170657,0.01795926,0.0701221],"study_design_scores_gemma":[0.001259216,0.0002446787,0.00007387083,0.001535401,0.0005899562,0.00002472207,0.0002679846,0.004168203,4.862174e-8,0.05289065,0.9382915,0.0006536948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006771996,0.7833277,0.07504124,0.1251954,0.000405706,0.009370969,0.006264537,0.00004878197,0.0003388964],"genre_scores_gemma":[0.00005059225,0.8329875,0.1320896,0.02972833,0.0007886221,0.003452637,0.000696832,0.0000899756,0.0001159342],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9203323,"threshold_uncertainty_score":0.9999009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8396915258062272,"score_gpt":0.7142069860164257,"score_spread":0.1254845397898015,"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."}}