{"id":"W2062911218","doi":"10.1108/13660750110380379","title":"Physician recruitment and retention: shortage and utilization","year":2001,"lang":"en","type":"article","venue":"Leadership in Health Services","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Incentive; Monopolistic competition; Business; Government (linguistics); Physician supply; Health care; Payment; Quality (philosophy); Economic growth; Finance; Economics; Monopoly","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":[0.001130023,0.0001984708,0.0003545552,0.0001382989,0.0006200948,0.00001773274,0.0001137242,0.0002133009,0.0001116868],"category_scores_gemma":[0.0000115545,0.0001949474,0.00001807167,0.0004524436,0.00005975275,0.0002716174,0.00006777204,0.0004538773,0.0000455948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002190237,"about_ca_system_score_gemma":0.0001077274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00435747,"about_ca_topic_score_gemma":0.01400102,"domain_scores_codex":[0.9968854,0.0007042201,0.0007644445,0.0004503377,0.0002357544,0.0009598149],"domain_scores_gemma":[0.998813,0.0002487859,0.0003096055,0.0002561215,0.00006224659,0.0003101843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002073428,0.00009573999,0.8600029,0.02995519,0.00001134609,0.00001558311,0.04990489,0.00001040012,0.00001135375,0.006331345,0.0003001947,0.05315369],"study_design_scores_gemma":[0.001811661,0.0003735932,0.6460231,0.02035036,0.00001360992,0.000007936622,0.1963293,0.002761223,0.000005312777,0.004129596,0.1277912,0.0004031102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9114279,0.02630441,0.00004570353,0.04796642,0.0008640746,0.005142366,0.000014815,0.000316181,0.00791816],"genre_scores_gemma":[0.9532566,0.006505105,0.0003269793,0.03823179,0.0002510714,0.0002613488,0.00005632178,0.00002999593,0.001080786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2139798,"threshold_uncertainty_score":0.7949722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.48772816671415,"score_gpt":0.4794606087105118,"score_spread":0.008267558003638209,"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."}}