{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008089167,0.0001503814,0.0003197065,0.00009467186,0.00009577268,0.000006428703,0.00005256977,0.00009585021,0.0000317234],"category_scores_gemma":[0.0001307718,0.0001243376,0.00009917427,0.0001428908,0.0001381553,0.0000548244,0.00002983517,0.00005767872,0.00001509106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001037943,"about_ca_system_score_gemma":0.0001361046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005974717,"about_ca_topic_score_gemma":0.00001011187,"domain_scores_codex":[0.9990585,0.000001227883,0.0003317607,0.0002337351,0.0001754057,0.000199368],"domain_scores_gemma":[0.9987526,0.00002897857,0.0001616809,0.00008099261,0.0008931507,0.00008261896],"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":[0.0005919126,0.0001959833,0.006299802,0.005516796,0.0001049076,0.000002964174,0.01902691,2.475913e-8,0.9535249,0.0001099603,0.001155764,0.01347007],"study_design_scores_gemma":[0.001633226,0.001256243,0.002219287,0.0008169777,0.0001111261,0.00005496609,0.01253476,0.00001709451,0.979071,0.00003077411,0.002140467,0.0001140542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949585,0.00009356403,0.0003151807,0.0001648662,0.00009240022,0.0007807805,0.000005706178,0.00004133561,0.003547684],"genre_scores_gemma":[0.9276124,0.00001293529,0.07176362,0.00005155566,0.0001662655,0.00008442118,0.00001020393,0.00002381121,0.0002747726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07144845,"threshold_uncertainty_score":0.5070342,"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."}}