{"id":"W2564171576","doi":"10.1007/978-1-4899-7794-6","title":"Clinical Core Laboratory Testing","year":2016,"lang":"en","type":"book","venue":"","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Core (optical fiber); Medicine; Medical physics; 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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002426415,0.000353415,0.001285392,0.00007048836,0.00006403042,0.00002909313,0.0001716235,0.001046236,0.003382943],"category_scores_gemma":[0.01186337,0.0002277302,0.000350571,0.0001043638,0.0002487827,0.00009756136,0.0001034733,0.001350777,0.003108328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242671,"about_ca_system_score_gemma":0.003432683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003246927,"about_ca_topic_score_gemma":0.000008032604,"domain_scores_codex":[0.9968674,0.0001551305,0.001500275,0.0006800551,0.0004718,0.0003253554],"domain_scores_gemma":[0.988205,0.008453062,0.0007774876,0.0009592471,0.001066357,0.0005388837],"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":[0.0004793507,0.0003003533,0.01238734,0.0003260068,0.0005595615,0.00043277,0.000006628222,1.660598e-8,0.00009086705,0.02311581,0.8698484,0.09245285],"study_design_scores_gemma":[0.002246649,0.0006515738,0.001430824,0.0008065371,0.0005660629,0.00001069104,0.00000441496,0.00001336724,0.000002035702,0.001620415,0.9923334,0.0003140027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002631262,0.0007163557,0.00006133816,0.003352351,0.001006985,0.0005777734,0.0002124451,0.0003005083,0.9935091],"genre_scores_gemma":[0.000203398,0.0002131254,0.002109782,0.01731135,0.005752179,0.00001054939,0.00005373477,0.00009517114,0.9742507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.122485,"threshold_uncertainty_score":0.9976678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2417274245110514,"score_gpt":0.462170102625638,"score_spread":0.2204426781145866,"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."}}