{"id":"W4411344504","doi":"10.46747/cfp.7106e98","title":"Task sharing, community health workers, and Canada’s primary care crisis","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada; Public Health Ontario","funders":"","keywords":"Primary care; Primary health care; Task (project management); Task force; Computer science; Data science; Medicine; World Wide Web; Family medicine; Environmental health; Political science; Management; Public administration; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005659938,0.0004778735,0.0006996625,0.002601475,0.04215285,0.008177264,0.003772778,0.003928803,0.01695612],"category_scores_gemma":[0.01251375,0.0005390869,0.0005420325,0.004426825,0.01125266,0.00380173,0.01097334,0.009777185,0.0008051697],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1521055,"about_ca_system_score_gemma":0.3418511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9928563,"about_ca_topic_score_gemma":0.996825,"domain_scores_codex":[0.9882843,0.001235582,0.0002398117,0.00054857,0.003949856,0.00574174],"domain_scores_gemma":[0.9702219,0.001482575,0.001215186,0.0003973609,0.005467093,0.02121593],"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":[0.0001378521,0.00033045,0.04291175,0.0003477554,0.00007234799,0.0006309278,0.0483704,0.000294599,0.0001984301,0.05368922,0.7502239,0.1027924],"study_design_scores_gemma":[0.0001495741,0.0001145166,0.190385,0.003595062,0.00006277001,0.0004665243,0.225834,0.0007047445,0.0001073402,0.02087768,0.557472,0.0002307759],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08013121,0.01238844,0.0005419044,0.7981551,0.002891062,0.0001181335,0.001653525,0.0000877756,0.1040329],"genre_scores_gemma":[0.832461,0.01539704,0.001039617,0.1270245,0.001765508,0.0001594074,0.001088609,0.0001275326,0.02093663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8478945,"threshold_uncertainty_score":0.9834374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149240631917665,"score_gpt":0.3398175888823924,"score_spread":0.3083251825632157,"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."}}