{"id":"W7043183051","doi":"","title":"The Role of reference data in performance based regulations","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reference data; Data collection; Process (computing); Component (thermodynamics); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007537598,0.0000349008,0.000102019,0.00001677804,0.00004078546,0.000006759106,0.0001450586,0.00003151445,0.0002096919],"category_scores_gemma":[0.0008312348,0.00002265973,0.0000114177,0.0001522794,0.00004529402,0.00009536438,0.00003336898,0.0001332361,0.00001315366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008305309,"about_ca_system_score_gemma":0.00009947845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002573365,"about_ca_topic_score_gemma":0.0001381006,"domain_scores_codex":[0.9993821,0.00005962964,0.0002296943,0.0001051747,0.0001366252,0.00008682122],"domain_scores_gemma":[0.9985435,0.0006073684,0.00008000009,0.0006675515,0.00006731368,0.0000342807],"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":[0.00151704,0.0004463332,0.6794181,0.0000431644,0.00003026478,0.0000073628,0.00008370441,0.00003113106,0.02205664,0.01514808,0.0007235886,0.2804946],"study_design_scores_gemma":[0.001307239,0.0001364253,0.3851593,0.00006825518,0.00003636659,0.000002354695,0.0001326794,0.0954126,0.0003933838,0.00103271,0.516263,0.00005574409],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503676,0.000137849,0.00003217939,0.008378885,0.00002674658,0.0001476357,0.00001824708,0.00001066216,0.04088018],"genre_scores_gemma":[0.9986649,0.0001266554,0.0005644786,0.0003242499,0.00003640246,0.00000393003,0.00002478109,0.000003142831,0.0002514267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5155394,"threshold_uncertainty_score":0.229598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077967459768999,"score_gpt":0.3843314720507923,"score_spread":0.2765347260738924,"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."}}