{"id":"W6923465168","doi":"10.14288/1.0075897","title":"Production update 94 : A status report on the production of selected health personnel in the province of British Columbia","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interim; Certificate; Production (economics); Human resources; Health services; Human health","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":[0.00605394,0.0009828976,0.0005569466,0.01089891,0.00291199,0.004005961,0.003112949,0.0009395764,0.049425],"category_scores_gemma":[0.01355491,0.0008348317,0.0003902719,0.01102351,0.000536261,0.001386928,0.00165775,0.001117016,0.01924396],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01828385,"about_ca_system_score_gemma":0.05128734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8695623,"about_ca_topic_score_gemma":0.8434847,"domain_scores_codex":[0.9922284,0.0004020464,0.0005845542,0.0004319462,0.005323101,0.001029949],"domain_scores_gemma":[0.9488312,0.003132812,0.001811864,0.001582283,0.04179468,0.002847164],"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":[0.0001338061,0.0001599999,0.02149034,0.0007626606,0.00001480745,0.0001333797,0.0005513602,0.0002738314,0.0006943322,0.0002166901,0.8932701,0.08229862],"study_design_scores_gemma":[0.00004113792,0.0001181337,0.2551918,0.0004607922,0.00001996727,0.00006395423,0.001293742,0.0002578361,0.000841717,0.00007184748,0.7415816,0.00005743009],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.06278995,0.002606679,0.003013565,0.004737862,0.002681133,0.006244496,0.6254236,0.002625422,0.2898774],"genre_scores_gemma":[0.09193905,0.003964073,0.006380572,0.001504142,0.0004768859,0.004889714,0.420015,0.0009050226,0.4699255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9817162,"threshold_uncertainty_score":0.2624117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01594621892567256,"score_gpt":0.2631853957981715,"score_spread":0.247239176872499,"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."}}