{"id":"W4387572130","doi":"10.1111/trf.280_17554","title":"P‐IS‐3 | Establishing Reference Intervals for Clinical Laboratory Tests: The Role of Blood Centers","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute","funders":"","keywords":"Library science; Medicine; Humanities; Philosophy; Computer science","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":[0.0009506247,0.0001389341,0.0003311799,0.00008820649,0.0001150186,0.00001767347,0.0001763363,0.0001532963,0.00007234165],"category_scores_gemma":[0.0001215373,0.00009166371,0.0002088652,0.0004577401,0.00009626305,0.0001056678,0.00002522296,0.0003021526,0.00001494472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007153375,"about_ca_system_score_gemma":0.00007129735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001257449,"about_ca_topic_score_gemma":0.00006858303,"domain_scores_codex":[0.9985803,0.00007512305,0.0005080073,0.0003119461,0.0002764885,0.0002481727],"domain_scores_gemma":[0.9988586,0.0004230671,0.00007208237,0.0003707082,0.0001732364,0.0001023528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001951023,0.001695867,0.288223,0.0009049237,0.0004841036,0.00002979641,0.005000731,0.00000358092,0.5762509,0.001882198,0.004479873,0.119094],"study_design_scores_gemma":[0.02079752,0.005587636,0.4999049,0.002864915,0.003171542,0.00003953734,0.004760623,0.001547565,0.3158423,0.003148164,0.1416021,0.0007332306],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946102,0.0006397388,0.0001643217,0.002201828,0.0002496389,0.000757502,0.0001256259,0.0001247278,0.001126419],"genre_scores_gemma":[0.995348,0.003468313,0.0002675903,0.0005324717,0.0001503553,0.00003564549,0.00005393188,0.00003096871,0.0001126864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2604086,"threshold_uncertainty_score":0.3737938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05555991628098706,"score_gpt":0.347133168564411,"score_spread":0.2915732522834239,"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."}}