{"id":"W4302028961","doi":"10.37391/ijeer.100325","title":"IoT Based Pulse Oximeter for Remote Health Assessment: Design, Challenges and Futuristic Scope","year":2022,"lang":"en","type":"article","venue":"International Journal of Electrical and Electronics Research","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Internet of Things; Computer science; Analytics; Scope (computer science); Pulse (music); Wearable computer; Computer security; Telecommunications; Embedded system; Data 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005272213,0.0004117207,0.0004828099,0.000420786,0.0001676102,0.001004473,0.001623042,0.001297354,0.00288507],"category_scores_gemma":[0.000595459,0.0002672748,0.0003716252,0.0003981178,0.0002603917,0.001572041,0.0004467895,0.0007661562,0.001492644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263692,"about_ca_system_score_gemma":0.0003389696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002402273,"about_ca_topic_score_gemma":0.0002906517,"domain_scores_codex":[0.9994578,0.00009439456,0.00003300913,0.0000934478,0.0002837653,0.0000375636],"domain_scores_gemma":[0.9996106,0.00007268375,0.00003791521,0.00003550826,0.0002090592,0.0000343561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003892417,0.000332772,0.009179594,0.002291245,0.0001245964,0.001490712,0.0003555525,0.004308708,0.2462879,0.02562777,0.01715015,0.6924617],"study_design_scores_gemma":[0.0001021345,0.003914114,0.01852581,0.001176818,0.000317996,0.01328177,0.0006690641,0.1544842,0.2012954,0.01547311,0.590502,0.0002575323],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05499931,0.06772546,0.8062148,0.009164082,0.002211815,0.0006079093,0.0004571386,0.001954798,0.05666468],"genre_scores_gemma":[0.6211136,0.03859929,0.2767776,0.003174702,0.001966855,0.0007820891,0.0006004131,0.0001576083,0.0568279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00288507,"threshold_uncertainty_score":0.009651542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09075372702375104,"score_gpt":0.3866789107834531,"score_spread":0.295925183759702,"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."}}