{"id":"W4210309269","doi":"10.21203/rs.3.rs-1185160/v1","title":"Evaluation of Community Health Workers Performance at Home Based Newborn Assessment Supported by mHealth Tool in Rural Bangladesh","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Centre for Diarrhoeal Disease Research, Bangladesh; Grand Challenges Canada","keywords":"Referral; Medicine; mHealth; Gold standard (test); Family medicine; Vital signs; Health care; Community health workers; Medical emergency; Emergency medicine; Pediatrics; Environmental health; Nursing; Population; Psychological intervention; Health services; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003562328,0.0005544215,0.0003575234,0.001216597,0.0004710464,0.000533776,0.0005819236,0.0005216686,0.001823365],"category_scores_gemma":[0.006939677,0.0003007508,0.0004063222,0.0008009349,0.0003875339,0.0004104843,0.0007932467,0.0002940536,0.0004183141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007733808,"about_ca_system_score_gemma":0.0007761284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009564597,"about_ca_topic_score_gemma":0.01037513,"domain_scores_codex":[0.9981186,0.001053668,0.0002405428,0.0001592013,0.0002515641,0.0001763856],"domain_scores_gemma":[0.9968104,0.001126259,0.0006786317,0.0001468905,0.0007391825,0.000498532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002696797,0.0003306686,0.9834177,0.0001499338,0.00003656577,0.0002303388,0.003603608,0.0001635312,0.001241798,0.00002380202,0.0001393042,0.01039312],"study_design_scores_gemma":[0.00005177089,0.002506352,0.9824935,0.0001061145,0.00004413544,0.0002315425,0.01206079,0.001148283,0.000736643,0.00004160951,0.0005519016,0.00002741718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987248,0.00006724478,0.0001257561,0.00004915498,0.000004850372,0.0001042082,0.0001624267,0.000004700734,0.0007568159],"genre_scores_gemma":[0.999245,0.00006903866,0.0003325008,0.00001331877,0.000002462928,0.00009123355,0.00008426562,8.952791e-7,0.0001612127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009564597,"threshold_uncertainty_score":0.01901788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.197603183254692,"score_gpt":0.5604643835535051,"score_spread":0.3628612002988131,"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."}}