{"id":"W4288051162","doi":"10.1080/03091902.2022.2100496","title":"Comparative assessment of blood glucose monitoring techniques: a review","year":2022,"lang":"en","type":"review","venue":"Journal of Medical Engineering & Technology","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Medicine; Intensive care medicine","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":[0.00111481,0.001010153,0.00187274,0.004867292,0.000282101,0.001341848,0.001115722,0.001009853,0.003865884],"category_scores_gemma":[0.00210182,0.0003892419,0.001100938,0.004958021,0.0003578175,0.001685552,0.000551627,0.001039014,0.001613504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005391134,"about_ca_system_score_gemma":0.00139841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001204164,"about_ca_topic_score_gemma":0.001501838,"domain_scores_codex":[0.9994103,0.00009102344,0.000130804,0.0001059842,0.0002330473,0.00002884313],"domain_scores_gemma":[0.9987313,0.0007003181,0.0001534387,0.0000311086,0.0003432816,0.00004060082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001046883,0.00008440012,0.0003773586,0.04569631,0.0001795815,0.0001494212,0.00005910961,0.0002384488,0.001482703,0.001403944,0.01127832,0.9389458],"study_design_scores_gemma":[0.00003019412,0.0004395241,0.003369392,0.01827586,0.0009172004,0.002877792,0.0001692617,0.0002637332,0.002588495,0.001743806,0.9692596,0.00006511583],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001696676,0.9987079,0.000182237,0.0001193015,0.0001134431,0.000007599894,0.00002740217,0.000006231478,0.0006663063],"genre_scores_gemma":[0.0008897065,0.9981927,0.0004093256,0.00009892332,0.00009094404,0.00001150667,0.00004897265,0.000002057639,0.000255716],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004867292,"threshold_uncertainty_score":0.01293272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02539465164276338,"score_gpt":0.3378644632085632,"score_spread":0.3124698115657998,"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."}}