{"id":"W4389383933","doi":"10.1111/ijlh.14209","title":"Report of the International Council for Standardization in Haematology working group for standardization of reticulocyte parameters","year":2023,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Therapeutics (Canada)","funders":"","keywords":"Reticulocyte; Comparability; Standardization; Harmonization; Hematology analyzer; Statistics; Medicine; Accounting; Medical physics; Internal medicine; Biology; Mathematics; Political science; Law; Biochemistry; Business","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004082458,0.0001202981,0.0006964526,0.0002725334,0.00003085233,0.00001713388,0.0003346044,0.0001705137,0.00002001519],"category_scores_gemma":[0.01399533,0.00009344866,0.0002446346,0.0004205646,0.0001573443,0.0001662029,0.00005653048,0.0001981882,4.89717e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003094092,"about_ca_system_score_gemma":0.001335894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005945091,"about_ca_topic_score_gemma":0.00006361813,"domain_scores_codex":[0.9967092,0.0001617293,0.001840136,0.0001920869,0.0009391083,0.0001577411],"domain_scores_gemma":[0.9894338,0.001717559,0.002382358,0.0002072772,0.006204409,0.00005460152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03846437,0.001909004,0.6207303,0.001479126,0.005462121,0.001992224,0.002732893,0.01151693,0.05118942,0.2338229,0.02603984,0.004660891],"study_design_scores_gemma":[0.05479463,0.003319961,0.03595916,0.005093805,0.001585911,0.004622865,0.003593503,0.01748431,0.1092153,0.02908656,0.7343309,0.0009131581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8830355,0.0003987899,0.0886046,0.02036987,0.005883292,0.001020232,0.0005034413,0.00002292067,0.0001613967],"genre_scores_gemma":[0.9941977,0.0001189134,0.00487294,0.0005113459,0.0001761741,0.00002759674,0.00004794586,0.00002049939,0.0000268692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7082911,"threshold_uncertainty_score":0.9943102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1308020739327042,"score_gpt":0.3896689145562282,"score_spread":0.2588668406235241,"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."}}