{"id":"W4386989276","doi":"10.1093/pch/pxad055.034","title":"34 Using Spatial Analysis to Identify Access to IFHP-registered Paediatric Providers in Ontario","year":2023,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refugee; Census; Medicine; Geospatial analysis; Population; Geocoding; Health care; Family medicine; Environmental health; Geography; Cartography; Political science","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":[0.0007343633,0.0003059037,0.0003032176,0.004206854,0.001814014,0.001511615,0.0009110833,0.0002296288,0.00355614],"category_scores_gemma":[0.006622375,0.0002962174,0.0008233049,0.009561946,0.0006287346,0.000485135,0.001843573,0.0002241463,0.0003235059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01918162,"about_ca_system_score_gemma":0.03164592,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9873413,"about_ca_topic_score_gemma":0.990513,"domain_scores_codex":[0.9988781,0.0001254144,0.0001095273,0.0002078739,0.0003888629,0.0002901875],"domain_scores_gemma":[0.9963553,0.0003888085,0.000999786,0.0001974449,0.001655642,0.0004031415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003160706,0.00001199515,0.9853815,0.0001612271,0.00006672856,0.00009144907,0.001774767,0.0005917946,0.0001544897,0.0004818743,0.003549351,0.007703242],"study_design_scores_gemma":[0.000006923129,0.00001150595,0.9889382,0.0001171878,0.00003902876,0.00006014515,0.003473334,0.001712694,0.0000764238,0.0001022463,0.005450563,0.00001175163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9322017,0.001084113,0.002714217,0.0009338926,0.00003169524,0.0003023561,0.04864595,0.0001128527,0.01397328],"genre_scores_gemma":[0.9864786,0.0005454649,0.003239865,0.00006210461,0.000009021121,0.0001652969,0.008068382,0.00002234538,0.001408824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01918162,"threshold_uncertainty_score":0.1391731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069960879281179,"score_gpt":0.4633763556947302,"score_spread":0.3563802677666124,"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."}}