{"id":"W3208348659","doi":"","title":"Veterinary Practice - The Canadian multinational veterinary workforce.","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Women's Health Network","funders":"","keywords":"Workforce; Context (archaeology); Public relations; Political science; Multinational corporation; Veterinary medicine; Medicine; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001386545,0.0001417702,0.0001485603,0.00007697408,0.002791735,0.00005396704,0.0001986736,0.0000987037,0.0005216061],"category_scores_gemma":[0.003302136,0.0001132114,0.00005832567,0.0003480306,0.00008029319,0.0005225156,0.0002080427,0.0006446276,0.0006029373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004361368,"about_ca_system_score_gemma":0.0009845427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01080822,"about_ca_topic_score_gemma":0.01010122,"domain_scores_codex":[0.9973107,0.001051284,0.0003454688,0.0002817347,0.0002797522,0.0007310738],"domain_scores_gemma":[0.9964135,0.002198689,0.0001904502,0.000413656,0.0005216689,0.0002620019],"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":[0.000943455,0.0007412757,0.03486109,0.000371622,0.0007736628,0.002768439,0.02952943,0.00003714022,0.0001645628,0.01683328,0.5178174,0.3951587],"study_design_scores_gemma":[0.0002236558,0.00002492689,0.2546785,0.00001259718,0.00002688511,0.0002517491,0.009033591,0.000005754778,0.000001573109,0.00008759309,0.7355515,0.0001015595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3329976,0.002025816,0.00002759808,0.203703,0.005935034,0.001703927,0.00004490073,0.000136337,0.4534258],"genre_scores_gemma":[0.952543,0.0002358453,0.000597699,0.01779423,0.0008210166,0.005059227,0.00004352658,0.00002528658,0.02288016],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6195455,"threshold_uncertainty_score":0.9985065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4204187705884765,"score_gpt":0.4826156764117641,"score_spread":0.06219690582328752,"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."}}