{"id":"W2917070373","doi":"10.22158/rhs.v4n1p15","title":"Predicting Future Physician Output for British Columbia, Canada","year":2019,"lang":"en","type":"article","venue":"Research in Health Science","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Economic shortage; Workforce; Health care; Population; Distribution (mathematics); Population health; Medicine; Demography; Demographic economics; Economic growth; Economics; Environmental health; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005832833,0.0004593125,0.0002793606,0.001797519,0.0008699267,0.001296398,0.001005126,0.0003930882,0.004137704],"category_scores_gemma":[0.002793334,0.0002164834,0.0004225985,0.003113284,0.0002580846,0.000419254,0.0004434291,0.0007464471,0.001306632],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0177319,"about_ca_system_score_gemma":0.0164086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9921148,"about_ca_topic_score_gemma":0.9947077,"domain_scores_codex":[0.9996392,0.00003116682,0.00001974027,0.00007981293,0.0001304778,0.00009957873],"domain_scores_gemma":[0.9978193,0.0002802259,0.0001787728,0.00005982523,0.00137765,0.0002842511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000712164,0.00007789351,0.8972042,0.0001058307,0.00007658007,0.000231963,0.0003346887,0.03064882,0.0002446088,0.0008819411,0.04457885,0.02554344],"study_design_scores_gemma":[0.00002478177,0.00003125002,0.8724725,0.000126881,0.00003599158,0.0000977309,0.00135729,0.09991585,0.0004752803,0.0003039039,0.02510706,0.00005159446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8731435,0.001245331,0.00204851,0.003015015,0.00008072945,0.00006631105,0.1040861,0.0003505995,0.01596388],"genre_scores_gemma":[0.9248541,0.001107662,0.001675564,0.0002809634,0.00002290174,0.00004665347,0.05696651,0.0000501625,0.01499548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9822681,"threshold_uncertainty_score":0.1286546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1111320769686961,"score_gpt":0.5052413435289628,"score_spread":0.3941092665602667,"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."}}