{"id":"W213575623","doi":"","title":"Quantitative and qualitative assessment of the demand for veterinarians and animal health technologists in western Canada.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Animal health; Veterinary medicine; Medicine; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001629606,0.00006994729,0.0001893826,0.00003832115,0.0002840093,0.000003179174,0.00004939247,0.00003964173,0.000001108125],"category_scores_gemma":[0.0004073695,0.00004904554,0.000008940937,0.00009322076,0.00008845129,0.0001328692,0.00009617115,0.0001576172,1.094552e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533044,"about_ca_system_score_gemma":0.0002920934,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03871491,"about_ca_topic_score_gemma":0.1232997,"domain_scores_codex":[0.9987047,0.0004960641,0.0002690704,0.0001076819,0.00008118741,0.0003412683],"domain_scores_gemma":[0.9984603,0.001090209,0.0002465293,0.00009317,0.00004950514,0.00006030165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001359341,0.00008474637,0.9293403,0.0005219522,0.00004605486,2.906721e-7,0.05959277,2.306865e-7,0.00002897706,0.005832808,0.001720837,0.00269512],"study_design_scores_gemma":[0.0003229166,0.00008545814,0.872453,0.00002893688,0.000006793792,0.00000205736,0.1186828,0.000002967477,0.00000146115,0.00007094354,0.008297962,0.00004464866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667755,0.0007708874,0.00008801756,0.03059948,0.0002372897,0.001317246,0.00004028187,0.000006616247,0.0001646911],"genre_scores_gemma":[0.9963213,0.0001122996,0.0006460869,0.0005773774,0.00002302141,0.002120993,0.000001400321,0.00000586121,0.0001916262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08458478,"threshold_uncertainty_score":0.9676864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4187790508418273,"score_gpt":0.5567596739472694,"score_spread":0.1379806231054422,"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."}}