{"id":"W3135847863","doi":"10.7759/cureus.13639","title":"Evaluating West Virginia’s Emergency Medicine Workforce: A Longitudinal Observational Study","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Census; Quarter (Canadian coin); Family medicine; Certification; Physician supply; Health care; Rural area; Emergency department; Specialty; Observational study; West virginia; Medical emergency; Nursing; Environmental health; Population; Geography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001403386,0.0002063754,0.0002295971,0.001145106,0.0008534827,0.0009476786,0.0005715461,0.0003897116,0.001137525],"category_scores_gemma":[0.003178911,0.0003005215,0.000246203,0.001843865,0.0002936381,0.0009859223,0.0009437186,0.0006921669,0.0004181156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001583797,"about_ca_system_score_gemma":0.002415807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08510745,"about_ca_topic_score_gemma":0.1282122,"domain_scores_codex":[0.9991452,0.000301747,0.0000699326,0.0001266806,0.0001208276,0.0002357528],"domain_scores_gemma":[0.9977188,0.0003595773,0.0008866817,0.0001126656,0.0004335814,0.0004888262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000247584,0.0001445751,0.9963821,0.00001137383,0.00001585283,0.00005146554,0.0005892487,0.00002165573,0.00004449017,0.00002833115,0.000907564,0.001778583],"study_design_scores_gemma":[0.000008695511,0.000210053,0.9914201,0.00004584998,0.0000138334,0.000137021,0.006303063,0.0002338814,0.00004558129,0.00004056458,0.001535396,0.000006076352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982361,0.0001275441,0.00009256628,0.0001407916,0.000006185081,0.00004535616,0.0008478719,0.000003039259,0.0005004805],"genre_scores_gemma":[0.9976929,0.0001863003,0.0001976217,0.0002616301,0.00001349727,0.00009683942,0.001141263,0.000003527819,0.000406475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08510745,"threshold_uncertainty_score":0.1692241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4949735765521808,"score_gpt":0.5932390183700739,"score_spread":0.0982654418178931,"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."}}