{"id":"W4385740347","doi":"10.1136/bmj.p1755","title":"Canada tackles workforce shortages with international fast tracks and federal cash injections","year":2023,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Workforce; Cash; Primary care; Business; Finance; Medicine; Family medicine; Economics; Economic growth; Government (linguistics)","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":[0.005409257,0.0006802256,0.0004893706,0.002061551,0.01758697,0.008091793,0.002363552,0.01005598,0.02927485],"category_scores_gemma":[0.02234091,0.0004660941,0.0009470559,0.001734274,0.004255104,0.003071251,0.005827259,0.007876114,0.004165099],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04081104,"about_ca_system_score_gemma":0.2987993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9539294,"about_ca_topic_score_gemma":0.9775966,"domain_scores_codex":[0.9921733,0.0006844095,0.0001727157,0.0002764882,0.002784992,0.003908164],"domain_scores_gemma":[0.9750288,0.001562632,0.0005764144,0.0004581059,0.007584917,0.01478928],"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":[0.00003910869,0.00009078434,0.005296092,0.0001258789,0.00002389062,0.0002507788,0.0008311386,0.0002438168,0.0001716911,0.006191289,0.9326933,0.05404228],"study_design_scores_gemma":[0.0001447809,0.0001394186,0.01574497,0.0009401381,0.00004555082,0.0001839725,0.006546007,0.0005254417,0.0002397752,0.005740184,0.9696485,0.0001011225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008896709,0.003538703,0.0006767862,0.9323228,0.00729775,0.00008817799,0.000388335,0.0002958254,0.04649485],"genre_scores_gemma":[0.1814377,0.01362935,0.005517701,0.6250674,0.006436365,0.0001770751,0.001098888,0.00052926,0.1661063],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9591889,"threshold_uncertainty_score":0.2961062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249937839876428,"score_gpt":0.4173947733781441,"score_spread":0.3748953949793798,"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."}}