{"id":"W1982826030","doi":"10.3138/jvme.32.3.328","title":"Rx for Recruitment and Retention of Veterinarian Scientists: Money, Marketing, Mentoring","year":2005,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Medical education; Medicine; Veterinary medicine; Public relations; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004796727,0.0001197493,0.0002959977,0.0002232658,0.0003726209,0.00001350395,0.0001587949,0.0001211664,0.0004251976],"category_scores_gemma":[0.002992617,0.0001034396,0.00008469976,0.0001380486,0.00008966035,0.0004973899,0.00009527605,0.0003146355,0.000006812234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002390116,"about_ca_system_score_gemma":0.001035929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001756,"about_ca_topic_score_gemma":0.000003448393,"domain_scores_codex":[0.9975725,0.0004915149,0.001027882,0.0001682783,0.0004814557,0.0002583563],"domain_scores_gemma":[0.9973339,0.0006240761,0.001103825,0.0001560033,0.0005142211,0.0002680164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006289545,0.002974078,0.02098132,0.003774185,0.0004077012,0.00002291688,0.02665741,0.000003500052,0.03514529,0.0009640749,0.1056246,0.7971554],"study_design_scores_gemma":[0.00158506,0.002288809,0.05969092,0.001799209,0.000108292,0.0005215712,0.01207186,0.00007693355,0.0000604479,0.0001545311,0.9214956,0.0001467524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809138,0.001506489,0.0004991,0.01162217,0.003998547,0.0005603278,0.0000035802,0.000009754361,0.0008862659],"genre_scores_gemma":[0.9825537,0.001750843,0.01139985,0.0005599506,0.001846844,0.0001813662,0.000007953413,0.0000183683,0.001681158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8158711,"threshold_uncertainty_score":0.4655616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5171791395995877,"score_gpt":0.5686575351981255,"score_spread":0.05147839559853773,"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."}}