{"id":"W4308634747","doi":"10.1503/cmaj.1096024","title":"Are health care careers losing their lustre?","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Harassment; Burnout; Quarter (Canadian coin); Health care; Lustre (file system); Nursing; Medicine; Computer science; World Wide Web; Political science; History; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009521037,0.0005619153,0.001034599,0.001682107,0.0243952,0.01492122,0.002163967,0.007235281,0.01831619],"category_scores_gemma":[0.04468884,0.0007579571,0.0006509459,0.002967907,0.01367597,0.01161463,0.006083649,0.01861406,0.003888754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01512033,"about_ca_system_score_gemma":0.05636476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3327774,"about_ca_topic_score_gemma":0.5461003,"domain_scores_codex":[0.9899173,0.001807864,0.0002701308,0.0004362595,0.003116915,0.004451518],"domain_scores_gemma":[0.9568733,0.003836038,0.003043642,0.001100894,0.01008092,0.02506514],"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":[0.0001069814,0.0001651489,0.02681413,0.0003152264,0.00007684909,0.0004809678,0.02742732,0.00004423888,0.000159555,0.007997285,0.7966199,0.1397923],"study_design_scores_gemma":[0.00008455754,0.0001875102,0.07925757,0.004065553,0.00009540684,0.0008506983,0.2901701,0.0001114362,0.0001311155,0.01826551,0.6066107,0.0001698947],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01206357,0.01006996,0.0001231936,0.9582624,0.006638613,0.00001290299,0.0001931037,0.00003425683,0.01260195],"genre_scores_gemma":[0.3614954,0.05883099,0.0007944238,0.5382505,0.0105254,0.00009877486,0.0007754292,0.0002051666,0.02902384],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3327774,"threshold_uncertainty_score":0.6616809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03054352471450934,"score_gpt":0.3643484275386202,"score_spread":0.3338049028241109,"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."}}