{"id":"W7063265321","doi":"","title":"Why more than financial incentives are needed to deal with Alberta's health-care staffing shortages","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Economic shortage; Incentive; Incentive program; Control (management)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001832157,0.0004270298,0.0006938997,0.0004168124,0.0003646906,0.0003085095,0.001008542,0.0002041271,0.4310419],"category_scores_gemma":[0.0009286577,0.0003471843,0.0001920669,0.00009778669,0.0001386862,0.000001267209,0.0002419405,0.0002991243,0.002551366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002282263,"about_ca_system_score_gemma":0.0002618599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0196087,"about_ca_topic_score_gemma":0.09714027,"domain_scores_codex":[0.9938126,0.000356048,0.001146487,0.0005958998,0.003599585,0.0004894132],"domain_scores_gemma":[0.9964747,0.000376253,0.001527112,0.0006840518,0.0006810657,0.0002568052],"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":[0.0002422597,0.0000375772,0.0000840139,0.0001043977,0.00003076953,0.000005614433,0.003587406,0.001685328,1.60933e-7,0.00001302602,0.987491,0.006718438],"study_design_scores_gemma":[0.0005252865,0.0002921227,0.0001397953,0.0002285306,0.00002852837,0.000007813623,0.01242288,0.00002413815,0.000004740529,0.000007645159,0.9859357,0.000382769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007308841,0.0003198029,0.000007194966,0.003708661,0.00046698,0.001214895,0.0002461546,0.00009476295,0.9932107],"genre_scores_gemma":[0.001227102,0.0000201394,0.001480676,0.003895023,0.0001624148,0.00006004601,0.0003424667,0.00008564047,0.9927265],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4284905,"threshold_uncertainty_score":0.999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02860941051507589,"score_gpt":0.2721852886010405,"score_spread":0.2435758780859646,"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."}}