{"id":"W2322004397","doi":"10.1097/01720610-200704000-00014","title":"The role of PAs in the future health workforce","year":2007,"lang":"en","type":"article","venue":"JAAPA","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Economic shortage; Physician assistants; Health care; Nursing; Workforce planning; Medicine; Public relations; Business; Medical education; Political science; Economic growth; Nurse practitioners; Economics; Government (linguistics)","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":[0.004817285,0.0001286051,0.0002412432,0.00004931679,0.0009551211,0.000006355814,0.0004996883,0.0001765865,0.00006352786],"category_scores_gemma":[0.0001029798,0.00006743852,0.00005535526,0.0005911232,0.00007927611,0.00004645581,0.00006973707,0.0008679399,0.0001149213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953313,"about_ca_system_score_gemma":0.0002841899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115347,"about_ca_topic_score_gemma":0.01433142,"domain_scores_codex":[0.9969326,0.0007140225,0.0008093418,0.0001708013,0.0003865033,0.0009867124],"domain_scores_gemma":[0.9973533,0.001506634,0.0003603043,0.000569878,0.00008384669,0.0001260943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003256183,0.0001206498,0.2949963,0.0002169418,0.00001065467,0.000006527244,0.03977672,0.00001486211,0.00001178965,0.2654121,0.06738098,0.3317268],"study_design_scores_gemma":[0.000248559,0.00006660838,0.06601767,0.0002270085,0.000001978511,8.910067e-7,0.08744363,0.00002108891,0.00000713789,0.004056416,0.8418527,0.00005635574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6160135,0.04752876,0.00007113369,0.0934347,0.002910096,0.003838143,0.00002072593,0.000134721,0.2360483],"genre_scores_gemma":[0.9840897,0.001107558,0.000243081,0.01180663,0.001066134,0.00005717214,0.000007274069,0.0000196574,0.001602753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7744717,"threshold_uncertainty_score":0.7997271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03151870517306689,"score_gpt":0.426880081829208,"score_spread":0.3953613766561411,"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."}}