{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003920545,0.0002732288,0.0005836464,0.0002639109,0.00374367,0.00002516188,0.0004909673,0.0001764996,0.000006624023],"category_scores_gemma":[0.00001724629,0.0002961764,0.00005961167,0.0003423308,0.00006684308,0.0001177359,0.0002203005,0.001517741,0.00002468246],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0112652,"about_ca_system_score_gemma":0.0627879,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9990712,"about_ca_topic_score_gemma":0.9997356,"domain_scores_codex":[0.9971495,0.0005116859,0.0005260188,0.0003724299,0.0001977147,0.001242603],"domain_scores_gemma":[0.9976082,0.0002337149,0.0001579086,0.0008499643,0.000181978,0.0009681724],"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":[0.00001071851,0.000008624045,0.04657828,0.001206993,0.00003823042,0.000007951059,0.001757002,7.953544e-7,0.00000470272,0.001232332,0.9331412,0.0160132],"study_design_scores_gemma":[0.000363208,0.00002276447,0.3150222,0.0002615177,0.00001718371,6.371877e-8,0.03364097,0.000001307565,5.80989e-7,0.0003012967,0.6501904,0.0001785653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.09509841,0.01000423,0.00001440896,0.03826454,0.001928201,0.001296956,0.0009609097,0.0001306645,0.8523017],"genre_scores_gemma":[0.2214957,0.0001416188,0.00006121326,0.7755823,0.0001508455,0.00006598366,0.0003762891,0.00003133366,0.002094754],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8502069,"threshold_uncertainty_score":0.999949,"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."}}