{"id":"W2802775023","doi":"10.3138/jvme.1116-176r1","title":"The Challenge of “Fixing the Debt”: Recommendations from the Summit","year":2018,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salary; Summit; Debt; Student debt; State (computer science); Medicine; Medical education; Political science; Veterinary medicine; Business; Finance; Law; Geography","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003552055,0.0001015185,0.0001835738,0.00004074612,0.002005514,0.00001900874,0.0006156758,0.00009614307,0.001592584],"category_scores_gemma":[0.005211523,0.00004465898,0.00009106509,0.0001941687,0.0003557433,0.0002507876,0.0001549565,0.0008557353,0.00008382944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008824298,"about_ca_system_score_gemma":0.001852844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001880962,"about_ca_topic_score_gemma":0.0001451306,"domain_scores_codex":[0.9969683,0.001289473,0.0009104061,0.0001030677,0.0005062366,0.000222566],"domain_scores_gemma":[0.9918892,0.005755379,0.00110416,0.0003923409,0.0007365394,0.000122373],"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":[0.0006209644,0.0006831672,0.008232345,0.00005526772,0.0003150676,0.000004158678,0.05739599,2.198251e-7,0.0002121176,0.002207348,0.7198341,0.2104392],"study_design_scores_gemma":[0.0002746229,0.0006741993,0.02853834,0.0004420213,0.00006429554,0.00004065718,0.07237221,0.00001563435,0.000005087383,0.001889664,0.8956285,0.00005483002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5202085,0.00286131,0.0001320806,0.4630181,0.009348768,0.0002323649,0.000003826584,0.000007580284,0.004187415],"genre_scores_gemma":[0.9842404,0.005220474,0.0002819189,0.004445864,0.005207564,0.00005061902,0.000004681811,0.00001233304,0.0005361126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4640319,"threshold_uncertainty_score":0.9993201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.422708532077305,"score_gpt":0.5570129062572236,"score_spread":0.1343043741799185,"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."}}