{"id":"W4213229538","doi":"10.2460/javma.19.10.0531","title":"Pathology in Practice","year":2022,"lang":"en","type":"article","venue":"Journal of the American Veterinary Medical Association","topic":"Microbial infections and disease research","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Zoo; University of Guelph","funders":"","keywords":"Medicine; Pathology","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":[0.00488567,0.0006734328,0.0003643824,0.002953847,0.001510107,0.003913779,0.001059336,0.002896256,0.2266717],"category_scores_gemma":[0.01977953,0.0004865134,0.0002988549,0.00207634,0.001337667,0.002839723,0.005390087,0.004478282,0.160288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001474112,"about_ca_system_score_gemma":0.0100635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001740627,"about_ca_topic_score_gemma":0.006489496,"domain_scores_codex":[0.9969051,0.0008532971,0.000275222,0.0004391691,0.001163667,0.0003634123],"domain_scores_gemma":[0.9743857,0.002037925,0.002244492,0.001823579,0.01002554,0.009482858],"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":[0.00002692782,0.0000812939,0.001508328,0.0002025605,0.000005102856,0.0003512647,0.000173189,0.00008919757,0.0005067344,0.001908639,0.8534931,0.1416537],"study_design_scores_gemma":[0.00001029114,0.00002572331,0.002165388,0.0004487497,0.000002695873,0.001465837,0.0003885706,0.00007963926,0.0001456235,0.002408138,0.9928515,0.000007959125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007169843,0.02651969,0.02006453,0.2292535,0.05013979,0.0009915825,0.002363971,0.003907965,0.6595891],"genre_scores_gemma":[0.04835334,0.02612718,0.03219666,0.07175013,0.02802524,0.0009351976,0.002909471,0.001377726,0.7883251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2266717,"threshold_uncertainty_score":0.7582924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609774746849834,"score_gpt":0.3286383506933181,"score_spread":0.3125406032248198,"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."}}