{"id":"W4401809849","doi":"10.55016/ojs/sppp.v14i1.74064","title":"A path to improved health workforce planning, policy & management in Canada: The critical coordinating and convening roles for the federal government to play in addressing 8% of its GDP","year":2021,"lang":"en","type":"article","venue":"The School of Public Policy Publications","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Government (linguistics); Workforce planning; Business; Path (computing); Public administration; Economic growth; Political science; Economics; Computer 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":[0.01090342,0.000989131,0.0009075025,0.002719491,0.01781229,0.01486108,0.004423075,0.006828387,0.01267867],"category_scores_gemma":[0.02588438,0.0007805519,0.001386203,0.004408983,0.007680896,0.007444972,0.009994171,0.01581358,0.002292323],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1827077,"about_ca_system_score_gemma":0.6994542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9882637,"about_ca_topic_score_gemma":0.9934447,"domain_scores_codex":[0.9873368,0.002175535,0.0004775466,0.0006771624,0.004567776,0.004765157],"domain_scores_gemma":[0.9530993,0.004355893,0.001810035,0.0007613439,0.01524418,0.02472928],"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":[0.0001156645,0.0001632816,0.01220522,0.001613425,0.0001242477,0.0003429861,0.003261116,0.001858927,0.000902405,0.05986438,0.8020514,0.1174969],"study_design_scores_gemma":[0.0001048173,0.000184755,0.03946571,0.00544481,0.0001547499,0.00019791,0.01823682,0.004442839,0.0009708178,0.04345226,0.8869979,0.0003466691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005478472,0.0122269,0.002976705,0.959671,0.002202478,0.0001199558,0.001704382,0.0003016254,0.01531853],"genre_scores_gemma":[0.3500979,0.06313579,0.08163613,0.4443901,0.003252131,0.0004632194,0.007115389,0.0006480718,0.04926127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8172923,"threshold_uncertainty_score":0.9479432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1259710937266461,"score_gpt":0.4628507531410454,"score_spread":0.3368796594143993,"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."}}