{"id":"W6986435453","doi":"","title":"Physician Assistants in Rural Emergency Medicine: A Literature Review","year":2024,"lang":"en","type":"article","venue":"Mspace (University of Manitoba)","topic":"Health, Education, and Aging","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physician assistants; Variety (cybernetics); Autonomy; Work (physics); Rural area; Primary care; Emergency department; Emergency medical services; Workforce","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":[],"consensus_categories":[],"category_scores_codex":[0.0005809597,0.00006462345,0.000156063,0.0001186465,0.0002792152,0.000009726738,0.000191893,0.00005395523,0.00008659848],"category_scores_gemma":[0.00003831306,0.00007110884,0.00004818937,0.00102312,0.000102195,0.000346934,0.00001271742,0.0001587943,0.00003552746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325365,"about_ca_system_score_gemma":0.0002543357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01217205,"about_ca_topic_score_gemma":0.510641,"domain_scores_codex":[0.9991767,0.0001734121,0.00008544198,0.0001412849,0.0002341636,0.0001890093],"domain_scores_gemma":[0.9996522,0.00003933895,0.00005173753,0.0001041223,0.00007498016,0.00007763472],"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":[0.00002051416,0.0002043209,0.09256427,0.009901335,0.00007355625,0.000161473,0.2233551,0.000001298304,0.0002071461,0.06380033,0.5541509,0.05555976],"study_design_scores_gemma":[0.0001310987,0.0000277502,0.1571448,0.01356655,0.00004517065,6.895519e-7,0.196321,0.00003376319,0.000001108398,0.0009826783,0.6315742,0.0001712998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5089,0.1473011,0.0001047877,0.1763119,0.00339704,0.0006771859,0.00001990698,0.0001900413,0.163098],"genre_scores_gemma":[0.6629299,0.3255341,0.0001853544,0.0004551627,0.0008528214,5.569085e-7,0.00002224059,0.00001431871,0.01000556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.498469,"threshold_uncertainty_score":0.994406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150521244404048,"score_gpt":0.3007758221102314,"score_spread":0.2792706096661909,"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."}}