{"id":"W4234067314","doi":"10.29173/oer1","title":"A Laboratory Guide to Clinical Hematology","year":2019,"lang":"en","type":"book","venue":"University of Alberta Libraries eBooks","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Hematology; Medical physics; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004795071,0.0003483121,0.001771514,0.0002017549,0.00008779563,0.00002590416,0.0004763338,0.001034235,0.001291101],"category_scores_gemma":[0.001157607,0.0003778868,0.0005029323,0.00006816846,0.0005598395,0.0001569679,0.0004400251,0.0009013967,0.0009223001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007351046,"about_ca_system_score_gemma":0.004318869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002572083,"about_ca_topic_score_gemma":0.0004921384,"domain_scores_codex":[0.9975638,0.0002567242,0.0008545388,0.000674127,0.0003343098,0.0003165155],"domain_scores_gemma":[0.9934112,0.003830195,0.0007332183,0.001123108,0.0003917357,0.000510561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003181975,0.0001817693,0.002558361,0.0005975947,0.001117721,0.0002497813,0.0008335211,5.217578e-7,0.00001270477,0.2083368,0.7814747,0.001454543],"study_design_scores_gemma":[0.002455107,0.000902202,0.0002135111,0.0004462614,0.0007131691,0.000008877608,0.0002345032,0.000008055058,0.00002130928,0.0003679902,0.9942959,0.0003331415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001536738,0.0002180668,0.00008391782,0.004094097,0.0006035152,0.0009261647,0.0001477291,0.00006666933,0.9923231],"genre_scores_gemma":[0.0003767051,0.00003772535,0.002413834,0.005877168,0.0003273712,3.404852e-7,0.00009836707,0.00005585527,0.9908127],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2128211,"threshold_uncertainty_score":0.9998673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03027007439939749,"score_gpt":0.3089295441171671,"score_spread":0.2786594697177696,"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."}}