{"id":"W2018654152","doi":"10.3138/jvme.35.4.514","title":"How to Teach Pet Loss to Veterinary Students","year":2008,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Medical education; Variety (cybernetics); Veterinary medicine; Medicine; Veterinary education; Psychology; Pedagogy; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001801816,0.0002343382,0.0004825824,0.0004401523,0.0007818234,0.0000312982,0.0007091619,0.0001322361,0.0009450434],"category_scores_gemma":[0.004439562,0.0001979004,0.0001234185,0.0004463662,0.00007809452,0.0006439158,0.0003961173,0.0009642556,0.0004929994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003966703,"about_ca_system_score_gemma":0.002693455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003172084,"about_ca_topic_score_gemma":0.00000242404,"domain_scores_codex":[0.9960659,0.0007588633,0.0009565984,0.0002858105,0.001424455,0.0005084433],"domain_scores_gemma":[0.9966031,0.0004851028,0.0005673536,0.0003677792,0.0007654987,0.001211153],"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":[0.003642569,0.004740847,0.08240939,0.0005150094,0.0003011837,0.003116899,0.05582817,0.000004361901,0.006313257,0.00006700218,0.8054202,0.03764115],"study_design_scores_gemma":[0.0006899818,0.00454489,0.149857,0.0005688723,0.00003180527,0.008980319,0.0145678,0.000001223507,0.000006870549,0.00002332794,0.8205263,0.0002016361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9194352,0.0002149266,0.0003477125,0.07159775,0.007221253,0.0004489529,0.000003142889,0.00002841249,0.0007026744],"genre_scores_gemma":[0.972692,0.0004975431,0.003657091,0.01290094,0.003179353,0.000145143,0.000005825074,0.00003500011,0.006887123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06744758,"threshold_uncertainty_score":0.9999682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3963999899752539,"score_gpt":0.5734227142419226,"score_spread":0.1770227242666687,"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."}}