{"id":"W2976013761","doi":"10.1136/vr.105146","title":"Meaningful work and well‐being: a study of the positive side of veterinary work","year":2019,"lang":"en","type":"article","venue":"Veterinary Record","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Burnout; Well-being; Mental health; Work (physics); Medicine; Distress; Situational ethics; Job satisfaction; Psychology; Nursing; Social psychology; Clinical psychology; Psychiatry","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":[0.0005552863,0.0002264727,0.0005007255,0.0001124482,0.0004025365,0.000007788665,0.0002789392,0.0001093566,0.0003045519],"category_scores_gemma":[0.0001144966,0.0001697157,0.0000863934,0.0005329387,0.00009982851,0.0002184148,0.000762418,0.0004679162,0.000108051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005533633,"about_ca_system_score_gemma":0.00008143525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00018571,"about_ca_topic_score_gemma":0.000007028536,"domain_scores_codex":[0.9973359,0.001000418,0.0006945272,0.0003675419,0.0002451024,0.0003565206],"domain_scores_gemma":[0.9975008,0.001000144,0.0006169443,0.0006486843,0.0001619524,0.00007141984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002861271,0.0006122407,0.9407098,0.0003671734,0.0002222658,0.00002621585,0.04770045,0.000002553736,0.002654433,0.00005191428,0.001200253,0.00359146],"study_design_scores_gemma":[0.001389815,0.008964171,0.9021919,0.0009000687,0.000106757,0.00003978901,0.05650266,0.000003397981,0.00002519685,0.00009694741,0.02951136,0.0002679912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826707,0.0001316442,0.000002824871,0.0006102498,0.001897709,0.001305418,0.000003510904,0.00003263445,0.01334528],"genre_scores_gemma":[0.995968,0.00007303135,0.0002336531,0.0002081342,0.0001058567,0.0001148412,0.000001891021,0.00003315818,0.003261372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03851793,"threshold_uncertainty_score":0.6920806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1693764105617613,"score_gpt":0.4325424093461011,"score_spread":0.2631659987843398,"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."}}