{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002317087,0.0001204466,0.000219506,0.00056297,0.0002132302,0.00008656127,0.0003411886,0.0000402262,0.00002017542],"category_scores_gemma":[0.0002015572,0.0001144231,0.0000606947,0.0002269334,0.00003587198,0.00008688142,0.00008509374,0.001027148,5.137633e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009313747,"about_ca_system_score_gemma":0.0004161547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000867837,"about_ca_topic_score_gemma":0.000004190817,"domain_scores_codex":[0.9977525,0.0002626261,0.0003434609,0.0001748482,0.0009320282,0.0005345696],"domain_scores_gemma":[0.9983023,0.0009701631,0.00007847252,0.00007556774,0.0003928187,0.0001807177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007128427,0.0001796176,0.00008299178,0.000114721,0.0003970585,0.00009001501,0.000166394,0.004832496,0.06434098,0.003376968,0.001602725,0.9241032],"study_design_scores_gemma":[0.01177458,0.02949573,0.003816029,0.0004316802,0.00009634727,0.001992501,0.0003390731,0.6696235,0.07217354,0.1229904,0.08578725,0.00147935],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1277312,0.3609221,0.4917129,0.01523478,0.001640865,0.001604397,0.00004600479,0.0001088854,0.0009988657],"genre_scores_gemma":[0.9793093,0.01316608,0.006959756,0.00006611329,0.0004138095,0.00002152495,0.000003402171,0.00003344893,0.00002653859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9226238,"threshold_uncertainty_score":0.4666038,"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."}}