{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00765105,0.0003409561,0.0007692309,0.0005277732,0.0001578234,0.00008713649,0.0003148398,0.0001674347,0.00001861942],"category_scores_gemma":[0.0006083552,0.0003198415,0.00006835151,0.000683846,0.0006699516,0.0003677597,0.0002941647,0.0004638972,0.000001419512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002279788,"about_ca_system_score_gemma":0.0001530745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008571841,"about_ca_topic_score_gemma":0.0001138233,"domain_scores_codex":[0.9956632,0.001316848,0.0009876653,0.0006815758,0.0004770028,0.0008737526],"domain_scores_gemma":[0.9976417,0.0009530975,0.000164046,0.0005406186,0.0002588925,0.0004416881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03058914,0.0004567654,0.03196745,0.004825767,0.00006342839,0.000001319246,0.001225957,0.00002038492,0.6651683,0.000001160301,0.0005502431,0.26513],"study_design_scores_gemma":[0.1497709,0.0418649,0.04490196,0.004340705,0.0000130937,0.000003421669,0.0007236577,0.004507205,0.7424614,0.0001905265,0.01009164,0.001130639],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.3684459,0.00001158879,0.0008668983,0.00001784982,0.00001168406,0.6304839,0.00007847838,0.00003976307,0.00004392234],"genre_scores_gemma":[0.1562068,3.970885e-7,0.008813069,0.000002136098,0.00007827752,0.8348299,0.000001869946,0.00006075675,0.000006750319],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2639994,"threshold_uncertainty_score":0.9999254,"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."}}