{"id":"W4234530153","doi":"10.2196/preprints.29755","title":"Multiparameter Continuous Physiological Monitoring Technologies in Neonates Among Health Care Providers and Caregivers at a Private Tertiary Hospital in Nairobi, Kenya: Feasibility, Usability, and Acceptability Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Usability; Health care; Respondent; Staffing; Nursing; Thematic analysis; Health facility; Medicine; Qualitative research; Medical education; Medical emergency; Psychology; Environmental health; Population; Computer science","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":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01082453,0.0004034015,0.0004004875,0.0004982808,0.002846644,0.001363799,0.0005454716,0.0008429471,0.001927967],"category_scores_gemma":[0.01313878,0.0005323802,0.0003456034,0.0005064472,0.001036998,0.00136478,0.001474195,0.0006219987,0.0002276842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001300977,"about_ca_system_score_gemma":0.003314711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005146774,"about_ca_topic_score_gemma":0.01524592,"domain_scores_codex":[0.9955477,0.002939203,0.0003966875,0.0002690099,0.0003950797,0.0004523308],"domain_scores_gemma":[0.993885,0.003633507,0.0008190289,0.0001714512,0.0009083006,0.0005827452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005974612,0.002376138,0.3832062,0.0022761,0.0000576763,0.003041855,0.5450008,0.0001700914,0.01126908,0.0002797605,0.001598282,0.05012662],"study_design_scores_gemma":[0.0001204214,0.006782737,0.3199048,0.000976688,0.00005620807,0.001011255,0.6624706,0.0003127115,0.001856022,0.00008891275,0.006340253,0.00007936994],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986036,0.00009314543,0.0002111221,0.000185025,0.00000618392,0.0004861931,0.00003875795,0.000002820664,0.0003730518],"genre_scores_gemma":[0.9939795,0.0005292668,0.002770729,0.0004474692,0.0000148027,0.001795909,0.00004582535,0.000003333014,0.0004132031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01082453,"threshold_uncertainty_score":0.05724627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04201458482481446,"score_gpt":0.3860025953064463,"score_spread":0.3439880104816318,"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."}}