{"id":"W4411955743","doi":"10.3138/jvme-2024-0123","title":"What is Knowledge Exchange for Educators and Students? A Framework Based on Findings from a Literature Search and Veterinary Education Conference Workshop","year":2025,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Commercialization; Medical education; Veterinary medicine; Public relations; Political science; Medicine; Biology","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.1370611,0.00233069,0.002881,0.04966803,0.02013637,0.05032804,0.008476357,0.01069841,0.004354029],"category_scores_gemma":[0.09197458,0.001450192,0.003171179,0.03684222,0.04310153,0.06250612,0.03019228,0.009940172,0.0007757143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04301311,"about_ca_system_score_gemma":0.05388123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01757435,"about_ca_topic_score_gemma":0.01546779,"domain_scores_codex":[0.8639359,0.1096363,0.009076171,0.004544495,0.007740063,0.005067002],"domain_scores_gemma":[0.7786135,0.1975373,0.006832757,0.00315946,0.008627991,0.005228981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009582929,0.000222844,0.005360656,0.009099667,0.0001078861,0.001802201,0.5901058,0.0006350702,0.0002937279,0.3042576,0.005936072,0.08208263],"study_design_scores_gemma":[0.00005531259,0.0001142423,0.002454747,0.02184948,0.0001230007,0.0009573813,0.7575523,0.001236423,0.0002730314,0.0981032,0.1171918,0.00008906019],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1521277,0.147105,0.1273614,0.3559145,0.001650723,0.008303129,0.001240705,0.0004138559,0.205883],"genre_scores_gemma":[0.8227533,0.0415899,0.1070999,0.0150207,0.0003524497,0.00682381,0.0008785253,0.0001550852,0.005326493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.949672,"threshold_uncertainty_score":0.7248569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05694635579996331,"score_gpt":0.4621555034707917,"score_spread":0.4052091476708284,"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."}}