{"id":"W2910409852","doi":"","title":"Development of a Non-invasive Point-of-care Hematocrit Sensor for Anemia Detection","year":2018,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Anemia; Hematocrit; Hemoglobin; Erythropoietin; Medicine; Oxygen saturation; Point of care; Population; Kidney disease; Internal medicine; Oxygen; Pathology; Chemistry","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":[0.0008157958,0.0004382578,0.0005037025,0.0004197223,0.0002202974,0.0005548833,0.00144956,0.001104539,0.001506288],"category_scores_gemma":[0.0009487275,0.0003469824,0.0003951487,0.0002989364,0.0002520269,0.0005965112,0.0004095362,0.0008136914,0.0007433008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003351644,"about_ca_system_score_gemma":0.0006005338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005242866,"about_ca_topic_score_gemma":0.0008389906,"domain_scores_codex":[0.9991885,0.00009282088,0.00003605124,0.00016318,0.000480264,0.00003921941],"domain_scores_gemma":[0.9994763,0.0001041402,0.00006068074,0.00003374276,0.0002759481,0.00004934307],"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":[0.0002258938,0.0002795058,0.002590381,0.0003764711,0.00005356362,0.0003424889,0.0001469469,0.0006896476,0.9067566,0.001814572,0.004382125,0.08234169],"study_design_scores_gemma":[0.00007291629,0.001445024,0.005958734,0.00006369195,0.0001234744,0.001423838,0.00009120788,0.02572134,0.9242483,0.0003654915,0.04037887,0.0001071072],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1758469,0.003020875,0.7997613,0.001862497,0.001612552,0.001494269,0.00112761,0.003764426,0.01150959],"genre_scores_gemma":[0.4166953,0.002029016,0.5584356,0.001294596,0.0001817728,0.0009886854,0.000862362,0.0001208675,0.01939183],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001506288,"threshold_uncertainty_score":0.005039096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588687124471698,"score_gpt":0.2854821146109239,"score_spread":0.2695952433662069,"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."}}