{"id":"W2045574565","doi":"10.1007/s40258-013-0074-5","title":"Managing Healthcare Budgets in Times of Austerity: The Role of Program Budgeting and Marginal Analysis","year":2014,"lang":"en","type":"article","venue":"Applied Health Economics and Health Policy","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Austerity; Health administration; Health economics; Quality of Life Research; Health care; Public health; Health care management; Health services research; Business; Public finance; Health informatics; Public economics; Public administration; Economics; Nursing; Medicine; Political science; Economic growth","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":[],"consensus_categories":[],"category_scores_codex":[0.003472738,0.000213042,0.001172214,0.0009375525,0.0002467574,0.00003591711,0.0001967746,0.00009847908,0.00001061617],"category_scores_gemma":[0.00002411501,0.0002234716,0.00007945066,0.0005507928,0.0001397383,0.00006926289,0.0001739982,0.0002362218,0.000004340032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002349029,"about_ca_system_score_gemma":0.0002560067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.142005,"about_ca_topic_score_gemma":0.01324478,"domain_scores_codex":[0.9968981,0.0000798218,0.001713798,0.0005113674,0.00003665894,0.0007602862],"domain_scores_gemma":[0.9978299,0.0001107216,0.001308435,0.0004126338,0.00002062411,0.0003177383],"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":[0.0000162621,0.00004733938,0.0137865,0.0009464973,0.00005543275,4.346068e-8,0.001970762,0.00009892681,1.098825e-7,0.8156739,0.00002556152,0.1673787],"study_design_scores_gemma":[0.001508727,0.0007121647,0.1976755,0.0001161576,0.00002407702,0.00000330721,0.001896421,0.03354593,0.000006976944,0.4425794,0.3214494,0.0004819111],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1857536,0.01828417,0.0005159813,0.7584541,0.0001684954,0.004219304,0.000344229,0.00008068767,0.03217945],"genre_scores_gemma":[0.9733533,0.01595136,0.001347787,0.009036443,0.0001299444,0.0001129813,0.00002032571,0.00002476422,0.00002306792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7875997,"threshold_uncertainty_score":0.9112907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03886292331350692,"score_gpt":0.3228615054968106,"score_spread":0.2839985821833036,"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."}}