{"id":"W4415601856","doi":"10.1016/j.vaa.2025.08.021","title":"Perianesthetic dose calculation errors by veterinary students during a live animal teaching laboratory","year":2025,"lang":"en","type":"article","venue":"Veterinary Anaesthesia and Analgesia","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Bible College; Cegep de Saint Hyacinthe; Université de Montréal; University of Calgary","funders":"","keywords":"Animal welfare; Animal model; Pet therapy; MEDLINE","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":[0.002343015,0.0003177538,0.0002746308,0.0009577879,0.0005101976,0.0009329892,0.0005923906,0.0005788849,0.001014082],"category_scores_gemma":[0.04130771,0.000267607,0.000374554,0.0004727402,0.0003780217,0.0007146336,0.00109535,0.0007614608,0.0005541436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149652,"about_ca_system_score_gemma":0.001236378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005389941,"about_ca_topic_score_gemma":0.005510319,"domain_scores_codex":[0.9950078,0.002141929,0.0008157579,0.0004182241,0.001372029,0.0002444088],"domain_scores_gemma":[0.972129,0.01690761,0.004469171,0.001120213,0.004642274,0.0007317081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001981729,0.0006772423,0.8586347,0.0001183499,0.00008857046,0.0006032322,0.006922383,0.002814182,0.005216212,0.0001750556,0.0007844944,0.1219839],"study_design_scores_gemma":[0.00006149992,0.004405174,0.9431128,0.0001956535,0.000132666,0.00335889,0.01167859,0.01400749,0.01791052,0.0002699535,0.004765765,0.0001010464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972529,0.0001438966,0.001145025,0.00009511814,0.0000192599,0.00002779187,0.00007026178,0.00005210588,0.001193597],"genre_scores_gemma":[0.9975874,0.0001251467,0.001176322,0.00008156766,0.000007807003,0.00001716168,0.0001010749,0.00003109304,0.000872408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005389941,"threshold_uncertainty_score":0.01239121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06488431990846055,"score_gpt":0.4288584090827881,"score_spread":0.3639740891743275,"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."}}