{"id":"W3206479284","doi":"10.1186/s12961-021-00758-2","title":"Community health workers at the dawn of a new era: 10. Programme performance and its assessment","year":2021,"lang":"en","type":"review","venue":"Health Research Policy and Systems","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Community health; Medicine; Community health workers; Health services research; Environmental health; Compendium; Public health; Program evaluation; Nursing; Gerontology; Political science; Health services; Geography; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05236685,0.001129912,0.0008925862,0.005712477,0.002637719,0.0130378,0.002121457,0.002954162,0.003023649],"category_scores_gemma":[0.06490964,0.0005451303,0.0008253759,0.007589144,0.008454013,0.01037459,0.008647174,0.003937786,0.0006313592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02101577,"about_ca_system_score_gemma":0.02693622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02374122,"about_ca_topic_score_gemma":0.02487917,"domain_scores_codex":[0.9434213,0.03224392,0.003788221,0.002215163,0.01591896,0.002412379],"domain_scores_gemma":[0.9535309,0.02632496,0.005690076,0.001434588,0.009488541,0.003530883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001434331,0.0003192941,0.05372651,0.0126,0.0002035706,0.0001801856,0.05608565,0.001205747,0.0003467457,0.09511654,0.04832361,0.7317488],"study_design_scores_gemma":[0.0000589234,0.001047288,0.2050153,0.08647454,0.0003531047,0.0006679876,0.1245685,0.003175336,0.001783215,0.08801484,0.4885136,0.0003272328],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1323414,0.3035611,0.04711157,0.3144633,0.004838413,0.002976932,0.003038115,0.0006295579,0.1910396],"genre_scores_gemma":[0.8055376,0.1135565,0.05239194,0.01364102,0.001564319,0.002349983,0.001650284,0.0001729509,0.009135347],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05236685,"threshold_uncertainty_score":0.2769457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5488989827786084,"score_gpt":0.5932077304376729,"score_spread":0.04430874765906456,"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."}}