{"id":"W3133611477","doi":"10.1111/jvp.12962","title":"Diagnostic clinical microbiology","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Pharmacology and Therapeutics","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital; Saskatchewan Health Authority","funders":"","keywords":"Clinical microbiology; Turnaround time; Medical physics; Microbiology; Medicine; Data science; Biology; Computer science; Engineering; Operations management","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":[0.0004342551,0.00007730247,0.0001645907,0.00002228327,0.00005394999,0.00001348019,0.00009403648,0.0001344899,0.00007581342],"category_scores_gemma":[0.0001218236,0.00007099799,0.0000866866,0.00003619683,0.000127973,0.000004682979,0.00007644099,0.0001656161,0.000003114234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004697456,"about_ca_system_score_gemma":0.00009412379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.843138e-7,"about_ca_topic_score_gemma":6.398164e-7,"domain_scores_codex":[0.9989688,0.0003696495,0.0003897412,0.0001389594,0.00002214421,0.0001107144],"domain_scores_gemma":[0.9992905,0.0001714575,0.0001872063,0.00009245955,0.0001960145,0.00006232265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000186538,0.000164139,0.01072786,0.00000999726,0.0001713445,0.00008071431,0.00002544397,0.000001330529,0.982335,0.00001311757,0.0005994129,0.005685066],"study_design_scores_gemma":[0.002992412,0.003541706,0.06559005,0.00002321193,0.0003127303,0.009802423,0.000134442,0.00002567306,0.2075876,0.0002137626,0.7095089,0.0002671187],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994876,0.002639075,0.0002201801,0.000646176,0.001517571,0.00003664228,0.000005077233,0.0000027779,0.0000564512],"genre_scores_gemma":[0.9929699,0.00343219,0.0007812281,0.002053462,0.0006025308,9.619682e-7,0.00001197999,0.000007722176,0.000140016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7747474,"threshold_uncertainty_score":0.2895214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06745728782223925,"score_gpt":0.3917416509115064,"score_spread":0.3242843630892671,"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."}}