{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003182822,0.001325464,0.001533479,0.005615226,0.001375636,0.002955309,0.001904234,0.002836832,0.04551177],"category_scores_gemma":[0.01377873,0.0004545756,0.0008619213,0.002816027,0.001522689,0.001424205,0.002088312,0.002731395,0.02990644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001517766,"about_ca_system_score_gemma":0.002422469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002081954,"about_ca_topic_score_gemma":0.001676277,"domain_scores_codex":[0.9939128,0.001749061,0.000653956,0.0007309331,0.002369329,0.0005839824],"domain_scores_gemma":[0.9888864,0.00169659,0.001180358,0.0009948412,0.006187811,0.001054124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008021194,0.0005169226,0.03357232,0.004738475,0.0001178882,0.02003537,0.0009463913,0.000405355,0.0415475,0.01143408,0.4147989,0.4710847],"study_design_scores_gemma":[0.00006752456,0.0003317677,0.01178748,0.003811623,0.0000624981,0.03581816,0.0007086516,0.0005925465,0.01134369,0.004029126,0.9313594,0.00008744055],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03895946,0.2473659,0.1261435,0.05202363,0.03268943,0.005665506,0.01313959,0.005926509,0.4780864],"genre_scores_gemma":[0.3234591,0.1815741,0.1904867,0.06035728,0.01812531,0.002742958,0.02022856,0.001222547,0.2018033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04551177,"threshold_uncertainty_score":0.1522521,"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."}}