{"id":"W2104294713","doi":"10.3138/jvme.34.4.383","title":"Veterinary Pathology in the United Kingdom: Past, Present, and Future","year":2007,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Veterinary pathology; Economic shortage; Competence (human resources); Telepathology; Medicine; Medical education; Pathology; Management; Political science; Law; Telemedicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004337748,0.0006387685,0.0004588119,0.00322219,0.002515681,0.008228245,0.0008057895,0.004196906,0.01095179],"category_scores_gemma":[0.004090534,0.000395617,0.0003365332,0.004811396,0.004220461,0.007754084,0.003632541,0.00309144,0.002909698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01321686,"about_ca_system_score_gemma":0.01051399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02983501,"about_ca_topic_score_gemma":0.06527918,"domain_scores_codex":[0.9974678,0.0006750617,0.0004087094,0.0002914609,0.0006153872,0.0005417304],"domain_scores_gemma":[0.9921332,0.001509282,0.001302882,0.0002315213,0.002510271,0.002312835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000248043,0.00009374288,0.0122035,0.007278925,0.00003665587,0.002896849,0.007188866,0.0004594757,0.00141986,0.0535022,0.2410783,0.6735936],"study_design_scores_gemma":[0.000008379731,0.00008153053,0.01464208,0.003742168,0.000009787513,0.002865241,0.006135007,0.00007411039,0.0001018775,0.002193968,0.9701051,0.00004072631],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003771978,0.8919052,0.0004159074,0.08136041,0.006829343,0.00000764047,0.0001320545,0.00003352244,0.01554381],"genre_scores_gemma":[0.08243693,0.8807395,0.002075204,0.01839858,0.005198176,0.00002842938,0.0003022019,0.00004257925,0.01077835],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02983501,"threshold_uncertainty_score":0.09589547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4158610045767582,"score_gpt":0.5636406326534813,"score_spread":0.1477796280767231,"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."}}