{"id":"W2809719124","doi":"10.2196/10191","title":"Performance, Acceptability, and Usability of Respiratory Rate Timers and Pulse Oximeters When Used by Frontline Health Workers to Detect Symptoms of Pneumonia in Sub-Saharan Africa and Southeast Asia: Protocol for a Two-Phase, Multisite, Mixed-Methods Trial","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Usability; Pneumonia; Health facility; Observational study; Intensive care medicine; Medical emergency; Emergency medicine; Environmental health; Population; Health services; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.03227245,0.006293691,0.00867216,0.001953224,0.003790073,0.003224162,0.003471789,0.006147987,0.01505147],"category_scores_gemma":[0.03125406,0.002482816,0.006312178,0.002003603,0.003123564,0.003930116,0.002052716,0.004374029,0.004027742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004596664,"about_ca_system_score_gemma":0.01052397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002627642,"about_ca_topic_score_gemma":0.003601922,"domain_scores_codex":[0.9770841,0.01267007,0.003581024,0.001969089,0.00251504,0.002180807],"domain_scores_gemma":[0.9802318,0.004499985,0.00595047,0.002154593,0.00531267,0.001850388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.9194441,0.05382869,0.004270271,0.004435946,0.001439767,0.0001160462,0.0007417984,0.001070243,0.001470037,0.0003905958,0.00207007,0.01072249],"study_design_scores_gemma":[0.7310734,0.2408185,0.01629945,0.0008600822,0.001079625,0.00004122689,0.0005122055,0.001505902,0.001407805,0.0007588411,0.005492505,0.0001504093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.04098259,0.0002171074,0.0009277603,0.0001247103,0.0001241129,0.9556231,0.001150379,0.00006496603,0.0007852071],"genre_scores_gemma":[0.02011881,0.00009742487,0.002037158,0.0001113322,0.00003867965,0.9770608,0.0002529917,0.000006470049,0.000276473],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03227245,"threshold_uncertainty_score":0.170675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040691042823123,"score_gpt":0.4831855705981424,"score_spread":0.3791164663158301,"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."}}