{"id":"W2971525768","doi":"10.1503/cmaj.1095813","title":"Virtual care can’t fix physician shortages underlying access woes","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Summit; Economic shortage; Telemedicine; Health care; Bridge (graph theory); Physician assistants; Medicine; World Wide Web; Internet privacy; Family medicine; Medical emergency; Computer science; Political science; Nurse practitioners; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.006665874,0.0005192148,0.0004495579,0.001034598,0.009057121,0.008445088,0.002012686,0.002990741,0.06424459],"category_scores_gemma":[0.03510853,0.0005340608,0.0007386369,0.001264397,0.006158263,0.008830674,0.009272852,0.007215155,0.00669049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0184436,"about_ca_system_score_gemma":0.05519192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3328044,"about_ca_topic_score_gemma":0.5365388,"domain_scores_codex":[0.9937392,0.001147985,0.000196561,0.0004778455,0.001796409,0.002642086],"domain_scores_gemma":[0.9700855,0.005298787,0.001823594,0.001346412,0.005996353,0.01544932],"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":[0.0001607857,0.000252785,0.01637719,0.0004702377,0.00007153975,0.0003923081,0.005813695,0.0004747666,0.0004638573,0.05366412,0.7695641,0.1522946],"study_design_scores_gemma":[0.0001443514,0.0002913083,0.02912239,0.002273244,0.0000820686,0.000664632,0.03072634,0.001276882,0.0004280448,0.04181466,0.893058,0.0001182327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04280522,0.006873625,0.005588663,0.8049998,0.008059837,0.0001047276,0.001081721,0.0006937185,0.1297927],"genre_scores_gemma":[0.6942337,0.01216912,0.006825254,0.2043426,0.00500292,0.0002172487,0.001145826,0.0007874012,0.07527583],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3328044,"threshold_uncertainty_score":0.6617345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06774294598772453,"score_gpt":0.4204110021326303,"score_spread":0.3526680561449058,"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."}}