{"id":"W2972560762","doi":"10.1136/bmjgh-2019-001669","title":"Use of standardised patients for healthcare quality research in low- and middle-income countries","year":2019,"lang":"en","type":"review","venue":"BMJ Global Health","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Grand Challenges Canada; World Bank Group; Bill and Melinda Gates Foundation","keywords":"Low and middle income countries; Health care; Quality (philosophy); Health services research; Medicine; Environmental health; Public health; Public economics; Nursing; Economic growth; Developing country; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2599773,0.001203338,0.003658186,0.0109393,0.001557607,0.005595762,0.004000865,0.00284393,0.0116674],"category_scores_gemma":[0.3533648,0.001381744,0.003953875,0.01883567,0.004942007,0.00584861,0.00788109,0.00314095,0.001417546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004598741,"about_ca_system_score_gemma":0.01617492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004805913,"about_ca_topic_score_gemma":0.006112579,"domain_scores_codex":[0.5365098,0.3739568,0.05412603,0.006152206,0.0277422,0.001513017],"domain_scores_gemma":[0.6479173,0.2348832,0.05981036,0.0292776,0.02608982,0.002021811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007055801,0.000221517,0.01553616,0.2170864,0.002765026,0.0001867635,0.007313455,0.0006936411,0.0004865321,0.06652284,0.04216748,0.6463145],"study_design_scores_gemma":[0.001948606,0.001960011,0.06183922,0.3934615,0.003372876,0.0009479088,0.008726247,0.0007708398,0.001598038,0.04628751,0.4786745,0.0004128232],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0171751,0.7478225,0.07358073,0.02893329,0.007350957,0.05804566,0.01998285,0.0003701514,0.0467388],"genre_scores_gemma":[0.2089915,0.3958146,0.1599701,0.01845937,0.002343597,0.2015951,0.009481901,0.0002449781,0.00309888],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2599773,"threshold_uncertainty_score":0.9125798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4649604969681401,"score_gpt":0.5227312470689705,"score_spread":0.05777075010083038,"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."}}