{"id":"W2102804373","doi":"10.1016/j.suc.2009.07.003","title":"Workforce Issues in Rural Surgery","year":2009,"lang":"en","type":"article","venue":"Surgical Clinics of North America","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Workforce; Medicine; Rural population; Quarter (Canadian coin); Rural area; Population; Rural health; Gerontology; Family medicine; Economic growth; Environmental health; Geography","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":[0.001000821,0.0002753318,0.001204891,0.0001950368,0.0002085768,0.000005111992,0.0003479328,0.0002668102,0.0006845861],"category_scores_gemma":[0.0008711696,0.0002446825,0.000268079,0.001263537,0.000203772,0.0001427646,0.00009154697,0.001014552,0.0004638156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054187,"about_ca_system_score_gemma":0.0003165307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006537486,"about_ca_topic_score_gemma":0.0002835139,"domain_scores_codex":[0.995057,0.0007746282,0.002138657,0.0003724756,0.0004969368,0.001160234],"domain_scores_gemma":[0.9938442,0.004267151,0.0007227141,0.000563296,0.0002182186,0.0003843904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004019949,0.0001877737,0.7562827,0.00005746031,0.000005804971,0.00006232915,0.0003376663,0.00007876565,1.256966e-7,0.0003141894,0.006757176,0.235514],"study_design_scores_gemma":[0.0007117644,0.0002637888,0.3940648,0.0006708649,0.000009912922,0.000001927881,0.0007562944,0.0001465658,6.801807e-7,0.0008757223,0.6022194,0.0002782643],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772131,0.002613568,0.00001117591,0.004083185,0.0006409458,0.000585073,0.00002704493,0.0001456085,0.01468026],"genre_scores_gemma":[0.9872036,0.006863598,0.0006283713,0.002719915,0.0004084026,0.00002958309,0.00009292515,0.00002545797,0.002028124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5954622,"threshold_uncertainty_score":0.9977863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05478933575855755,"score_gpt":0.4496986241873371,"score_spread":0.3949092884287795,"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."}}