{"id":"W2805870372","doi":"10.1186/s12939-018-0749-5","title":"Measuring financial protection against catastrophic health expenditures: methodological challenges for global monitoring","year":2018,"lang":"en","type":"article","venue":"International Journal for Equity in Health","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Health Organization","keywords":"Economics; Public economics; Health services research; Quarter (Canadian coin); Actuarial science; Health care; Economic growth; Geography","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3137464,0.001359641,0.002275278,0.006180466,0.002083365,0.007453648,0.004159976,0.002396286,0.003167451],"category_scores_gemma":[0.5372912,0.000713178,0.002455519,0.01278447,0.008384262,0.007780433,0.01082419,0.004406275,0.0003931715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00411951,"about_ca_system_score_gemma":0.0059971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103173,"about_ca_topic_score_gemma":0.00808861,"domain_scores_codex":[0.6069086,0.3524195,0.0146436,0.008578009,0.01565215,0.001798136],"domain_scores_gemma":[0.3932704,0.4689028,0.05227693,0.05441772,0.02930896,0.001823097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005773772,0.0003260717,0.4053532,0.008506616,0.005432287,0.000419442,0.01888952,0.02244215,0.0008010037,0.1868071,0.02135416,0.3290912],"study_design_scores_gemma":[0.0002863235,0.001007868,0.3204492,0.02513561,0.002101386,0.0007345584,0.03353746,0.03557788,0.002938663,0.4892294,0.08850905,0.0004926163],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.204422,0.03493927,0.6110648,0.09756581,0.002886138,0.004125281,0.006741276,0.0003384292,0.03791701],"genre_scores_gemma":[0.7815702,0.004293864,0.196042,0.008950701,0.001227164,0.005011302,0.002045838,0.00016182,0.0006971796],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3137464,"threshold_uncertainty_score":0.8462729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6001580644515245,"score_gpt":0.4881554024933544,"score_spread":0.1120026619581702,"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."}}