{"id":"W3117290616","doi":"10.4103/cjrm.cjrm_81_20","title":"Using Wisely: Our health workforce is our most valuable resource","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Workforce; Resource (disambiguation); Business; Computer science; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005675809,0.0005874867,0.00095298,0.001819773,0.01448933,0.01453238,0.002058109,0.005066383,0.05797428],"category_scores_gemma":[0.03203406,0.0004757683,0.000697779,0.001649359,0.0052935,0.006009019,0.009498629,0.009481519,0.02222043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009357313,"about_ca_system_score_gemma":0.09115018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09023193,"about_ca_topic_score_gemma":0.207901,"domain_scores_codex":[0.9873381,0.002486679,0.0003640151,0.0004646615,0.005612188,0.003734401],"domain_scores_gemma":[0.9131241,0.003505421,0.003016055,0.001435497,0.01736612,0.06155275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001422982,0.00008992496,0.003368718,0.0001049806,0.00002838274,0.0001748379,0.002565004,0.00003198762,0.000417928,0.004371669,0.9283332,0.06049915],"study_design_scores_gemma":[0.00001589671,0.00007095636,0.007558107,0.0006792097,0.00002631052,0.0006982154,0.01303189,0.00007075661,0.0001734998,0.0074847,0.9701176,0.00007285953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00776455,0.004919901,0.00100404,0.8905876,0.01766041,0.0000557779,0.0002727056,0.0003403607,0.07739455],"genre_scores_gemma":[0.1899205,0.012624,0.007988761,0.5488193,0.01178189,0.0001358341,0.0006154928,0.000858478,0.2272557],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09023193,"threshold_uncertainty_score":0.1939433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7596782895821262,"score_gpt":0.5727188544932011,"score_spread":0.1869594350889251,"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."}}