{"id":"W2902125559","doi":"10.1002/hpm.2712","title":"Availability of health workforce in urban and rural areas in relation to Canadian seniors","year":2018,"lang":"en","type":"article","venue":"The International Journal of Health Planning and Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université du Québec en Outaouais","funders":"","keywords":"Workforce; Residence; Metropolitan area; Health care; Health human resources; Rural area; Medicine; Rural health; Population; Nursing; Environmental health; Business; Geography; Economic growth; Demography; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005397853,0.00009911331,0.0003017639,0.0004773814,0.0002576183,0.00001027477,0.0002215704,0.00004990495,0.00002459493],"category_scores_gemma":[0.0001262152,0.00007699778,0.00001781888,0.0002203709,0.00005738084,0.00009381527,0.00009442047,0.0003565917,0.000005220376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036286,"about_ca_system_score_gemma":0.000480848,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07555525,"about_ca_topic_score_gemma":0.05109004,"domain_scores_codex":[0.9972851,0.0005543788,0.001266398,0.0001265228,0.0003448624,0.0004227315],"domain_scores_gemma":[0.9985687,0.0002175652,0.0006808635,0.0001186596,0.000182186,0.0002320379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000335149,0.00003808783,0.9137327,0.0002844135,0.00002986547,0.00001478517,0.03215866,0.0004907511,8.278603e-7,0.004199331,0.01875579,0.02995964],"study_design_scores_gemma":[0.0008139207,0.0002696023,0.9330104,0.004316155,0.000003269374,0.000007766477,0.01443957,0.0002828041,4.201566e-7,0.0009393162,0.04585182,0.00006492595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9305467,0.001903909,0.0001307126,0.06380871,0.0007701674,0.0007124479,0.000008782419,0.000006262742,0.002112333],"genre_scores_gemma":[0.991127,0.0004531686,0.000595059,0.007435807,0.0001315788,0.000009115591,0.000005163203,0.000007617794,0.0002355486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06058026,"threshold_uncertainty_score":0.9662251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0469429615036737,"score_gpt":0.4173219477228474,"score_spread":0.3703789862191737,"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."}}