{"id":"W1986612290","doi":"10.1111/vcp.12024","title":"What is your diagnosis? Cerebrospinal fluid from a dog","year":2013,"lang":"en","type":"article","venue":"Veterinary Clinical Pathology","topic":"Veterinary Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Referral; Medicine; Animal health; Library science; Family medicine; Veterinary 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":[0.0007551989,0.0003747825,0.001130319,0.0001674374,0.0001388402,0.00008704165,0.0004770435,0.000834365,0.01131434],"category_scores_gemma":[0.0005967591,0.0003269001,0.0004355698,0.000215855,0.000809518,0.000555306,0.0007499086,0.001152787,0.00727148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008382887,"about_ca_system_score_gemma":0.0001373752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008301722,"about_ca_topic_score_gemma":0.000001566557,"domain_scores_codex":[0.9955233,0.0008888248,0.001183815,0.001176272,0.0003579917,0.0008697407],"domain_scores_gemma":[0.9965956,0.001091039,0.0001912622,0.001235251,0.0002320007,0.0006548901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001759975,0.002718854,0.8315371,0.0001201748,0.0002408421,0.01945669,0.0004725049,2.8378e-7,0.04994731,0.00002071085,0.03696734,0.05675816],"study_design_scores_gemma":[0.004052527,0.03209542,0.9153638,0.0001377692,0.0001274991,0.01043038,0.0002577823,0.0001199611,0.0001132985,0.001082013,0.03583104,0.0003884332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773192,0.001267581,0.00005947188,0.01695882,0.002482662,0.000971993,0.00003999482,0.0001722275,0.0007279958],"genre_scores_gemma":[0.9722506,0.004712532,0.006569738,0.01265117,0.001388033,0.0006577254,0.0000809398,0.00007701603,0.001612234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08382673,"threshold_uncertainty_score":0.9999183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1918252711377496,"score_gpt":0.4754379149519754,"score_spread":0.2836126438142258,"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."}}