{"id":"W3211809762","doi":"10.3138/jvme-2021-0112","title":"A Survey of Veterinary Student and Veterinarian Perceptions of Shelter Medicine Employment","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Salary; Burnout; Family medicine; Outreach; Veterinary medicine; Economic shortage; Workforce; Compassion fatigue; Nursing; Government (linguistics)","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":[0.002279034,0.0001544444,0.0002462958,0.0007291951,0.000602663,0.0007854077,0.0002857432,0.0004155887,0.002268957],"category_scores_gemma":[0.005435732,0.0002215784,0.0002635939,0.0005907141,0.0004642259,0.0006066831,0.0008675804,0.0007299933,0.0004191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004179257,"about_ca_system_score_gemma":0.0005398891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002872551,"about_ca_topic_score_gemma":0.004759568,"domain_scores_codex":[0.9990797,0.0002961553,0.0001008536,0.00008168804,0.0002360145,0.0002055106],"domain_scores_gemma":[0.9930552,0.001083891,0.00253362,0.0001538226,0.001003791,0.002169825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000453285,0.0002016783,0.9913628,0.00001774952,0.00001016036,0.00005066795,0.003421829,0.00002588448,0.0003278604,0.00001846764,0.0002858141,0.004231847],"study_design_scores_gemma":[0.000005045279,0.0003431452,0.9842544,0.00001606801,0.000004223746,0.000112785,0.01421066,0.0001297191,0.0001098065,0.00001124424,0.0007963621,0.000006495105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996127,0.00002421571,0.00002005504,0.00005936878,0.000002916901,0.000004804697,0.00003899612,0.00000115719,0.0002358276],"genre_scores_gemma":[0.9994978,0.00005803131,0.00005933597,0.00005747294,0.000004996577,0.000007751098,0.00006657651,8.189268e-7,0.000247278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002872551,"threshold_uncertainty_score":0.01205277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4576469056833481,"score_gpt":0.591366895777671,"score_spread":0.1337199900943228,"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."}}