{"id":"W4407954828","doi":"10.5326/jaaha-ms-7489","title":"2025 AAHA Referral Guidelines","year":2025,"lang":"en","type":"article","venue":"Journal of the American Animal Hospital Association","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Referral; Specialty; Medicine; Telehealth; Primary care; Nursing; Timeline; Health care; Telemedicine; Family medicine; Medical emergency","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":[0.007438318,0.000535754,0.0004785713,0.003620725,0.002725943,0.002861742,0.002575203,0.009225892,0.08552875],"category_scores_gemma":[0.02583732,0.0006297805,0.001248374,0.002442298,0.001117995,0.00196198,0.001909589,0.0042535,0.04523833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004540263,"about_ca_system_score_gemma":0.02017165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02700574,"about_ca_topic_score_gemma":0.06872703,"domain_scores_codex":[0.9920362,0.002231863,0.001672577,0.0003549751,0.00276116,0.00094339],"domain_scores_gemma":[0.9639994,0.005635695,0.001523897,0.0007537737,0.02455245,0.00353473],"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":[0.00001425791,0.00009669142,0.0006642967,0.0001479542,0.000002685781,0.0001550063,0.0001265455,0.0001010514,0.0001418673,0.002867161,0.9543581,0.04132446],"study_design_scores_gemma":[0.00001818016,0.00002815694,0.002967978,0.001000374,0.0000036741,0.0004396527,0.0003299475,0.0001427945,0.00007534376,0.001739725,0.9932365,0.0000176844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004161049,0.008403465,0.01341992,0.1684326,0.02829937,0.004255924,0.008369861,0.001592488,0.7630653],"genre_scores_gemma":[0.03022506,0.01519076,0.06422906,0.2262039,0.01086069,0.008952867,0.02374692,0.0007232708,0.6198674],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08552875,"threshold_uncertainty_score":0.2861222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1482334838830833,"score_gpt":0.4980414184589756,"score_spread":0.3498079345758923,"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."}}