{"id":"W3136887518","doi":"10.29392/001c.21377","title":"Can clinical vignettes administered by mobile phone call be used to measure quality of contraceptive care practices in Malawi?","year":2021,"lang":"en","type":"article","venue":"Journal of Global Health Reports","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Johns Hopkins Bloomberg School of Public Health; Global Affairs Canada; Johns Hopkins University","keywords":"Mobile phone; Medicine; Phone; Pill; Family medicine; Quality (philosophy); Proxy (statistics); Service provider; Gold standard (test); Nursing; Service (business); Business; Computer science; Marketing; Telecommunications; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002989928,0.0002062451,0.001491555,0.00004470125,0.00005686519,0.00001772238,0.0001030326,0.0001866551,0.00004942641],"category_scores_gemma":[0.001890221,0.0001685765,0.0002642049,0.000352251,0.00006566777,0.00009764022,0.0000547019,0.0005490729,0.00000164137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000997509,"about_ca_system_score_gemma":0.004753587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004751954,"about_ca_topic_score_gemma":0.007417622,"domain_scores_codex":[0.9938859,0.0007221639,0.003471134,0.0003588852,0.001095796,0.0004661649],"domain_scores_gemma":[0.9922137,0.0001985989,0.004793855,0.0003534237,0.001383446,0.001057026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002143284,0.00115085,0.9709342,0.0008902233,0.0001181072,0.004705588,0.001068944,0.00000763052,0.0005091318,0.00002622849,0.01419746,0.004248314],"study_design_scores_gemma":[0.003260972,0.004084299,0.9630225,0.001477641,0.00008756431,0.005811046,0.004534831,0.000001210255,0.000535369,0.00008776279,0.01692182,0.0001750204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631841,0.006892634,0.00001070247,0.02781606,0.0007677482,0.0005745819,0.000168497,0.00001001497,0.000575678],"genre_scores_gemma":[0.9899113,0.0004289486,0.0007054911,0.008576254,0.0002713143,0.000005543789,0.00002006307,0.00001199194,0.00006911258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02672719,"threshold_uncertainty_score":0.843266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053895225888014,"score_gpt":0.4907707270997642,"score_spread":0.3853812045109629,"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."}}