{"id":"W4388076985","doi":"10.1177/00317217231212008","title":"The rural teacher shortage","year":2023,"lang":"en","type":"article","venue":"Phi Delta Kappan","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Staffing; Economic shortage; Quarter (Canadian coin); Statistics education; Poverty; Autonomy; Rural area; Psychology; Economic growth; Political science; Sociology; Pedagogy; Mathematics education; Medical education; Geography; Economics; Medicine","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":[0.001855924,0.0001948858,0.0002539541,0.0005726448,0.004058674,0.001887614,0.0004547548,0.001616677,0.02419242],"category_scores_gemma":[0.004527542,0.0002802575,0.0002109182,0.0007213387,0.001559461,0.002231309,0.002502013,0.002759599,0.004389739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001728551,"about_ca_system_score_gemma":0.004197047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01004944,"about_ca_topic_score_gemma":0.01685184,"domain_scores_codex":[0.9988637,0.0003377546,0.00004096193,0.000169833,0.0002736037,0.0003141513],"domain_scores_gemma":[0.9958039,0.0007848851,0.0005067184,0.0001811748,0.00090848,0.001814809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001450432,0.0001281989,0.05865032,0.0009728451,0.00003202013,0.002136236,0.02721391,0.0002209041,0.003317515,0.017526,0.6596448,0.2300123],"study_design_scores_gemma":[0.00002951327,0.0002376664,0.05675429,0.0006778304,0.00001363399,0.002244664,0.0332453,0.0001086057,0.0004290073,0.004686491,0.9015444,0.00002865707],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2010225,0.02497413,0.002151675,0.6655922,0.005173591,0.00004953695,0.0007004897,0.0003609016,0.09997496],"genre_scores_gemma":[0.6923265,0.03151275,0.0017554,0.1697387,0.003300394,0.0001072741,0.0005640791,0.0003232661,0.1003716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02419242,"threshold_uncertainty_score":0.08093172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05079357919059468,"score_gpt":0.273766761467285,"score_spread":0.2229731822766903,"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."}}