{"id":"W2588640357","doi":"10.3138/jvme.0116-025r","title":"Finding the Balance: Uncovering Resilience in the Veterinary Literature","year":2017,"lang":"en","type":"review","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Royal College of Veterinary Surgeons Charitable Trust; Australian Government","keywords":"Mental health; Psychological resilience; Competence (human resources); Context (archaeology); Resilience (materials science); Psychology; Critical appraisal; Qualitative research; Public relations; Medical education; Sociology; Medicine; Political science; Social psychology; Social science; Alternative medicine; 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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006914617,0.0003807131,0.001187711,0.000332441,0.001417344,0.0001268948,0.002033947,0.0005220046,0.0002596606],"category_scores_gemma":[0.007474984,0.0001896431,0.0003758705,0.0004820416,0.0001987918,0.0007382566,0.0003402765,0.004445321,0.00008426761],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004179139,"about_ca_system_score_gemma":0.006863512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002535684,"about_ca_topic_score_gemma":0.000003924053,"domain_scores_codex":[0.9929941,0.003390653,0.001821369,0.0002923053,0.001015791,0.0004857878],"domain_scores_gemma":[0.9920222,0.003484424,0.003126959,0.0008886098,0.0002939228,0.0001838931],"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":[0.0001199639,0.0003080428,0.0001298271,0.01081345,0.00008967887,0.000462996,0.01346046,3.576039e-7,9.630397e-7,0.00005545711,0.0422423,0.9323165],"study_design_scores_gemma":[0.0002049687,0.0005590104,0.0009963105,0.05777877,0.0001632125,0.004538449,0.00689873,0.000001471422,4.89081e-9,0.00006929708,0.9286216,0.0001681286],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005191878,0.9761644,0.000007691586,0.006278071,0.009600983,0.0007383623,0.00000642298,0.000008842096,0.002003334],"genre_scores_gemma":[0.003826007,0.9891337,0.00009811866,0.001434308,0.004300538,0.0002818308,0.00001910608,0.00003349845,0.0008729247],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9321484,"threshold_uncertainty_score":0.9998827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5904516165599897,"score_gpt":0.6307118005804045,"score_spread":0.04026018402041487,"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."}}