{"id":"W4360614656","doi":"10.37829/hf-2023-p12","title":"Stressed and overworked: What the Commonwealth Fund’s 2022 International Health Policy Survey of Primary Care Physicians in 10 Countries means for the UK","year":2023,"lang":"en","type":"report","venue":"","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministerie van Volksgezondheid, Welzijn en Sport; Ministère de la Santé; Ministère de la Santé et des Services sociaux; Royal New Zealand College of General Practitioners; Bundesamt für Gesundheit; Commonwealth Fund","keywords":"Commonwealth; Primary care; Primary health care; Family medicine; Business; Medicine; Political science; Economic growth; Health care; Economics; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006674216,0.0004610387,0.001490355,0.0004018927,0.001345188,0.00007046716,0.0009241334,0.0004870564,0.0003014653],"category_scores_gemma":[0.0008185768,0.0002819627,0.0002019832,0.0006263992,0.0002603401,0.000205053,0.0006517165,0.001558591,0.00001667046],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005158626,"about_ca_system_score_gemma":0.04163937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2831545,"about_ca_topic_score_gemma":0.6161096,"domain_scores_codex":[0.9937088,0.00140542,0.001900956,0.0005720468,0.001351757,0.001061053],"domain_scores_gemma":[0.9828966,0.01263327,0.001740772,0.0009541758,0.001635533,0.00013969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003540569,0.0000469567,0.1335318,0.008280397,0.0002481985,0.000002217761,0.007808381,0.00001126802,1.605618e-7,0.001158837,0.8005807,0.0479771],"study_design_scores_gemma":[0.000830213,0.0001088027,0.4996562,0.001290169,0.00003497358,0.000001010099,0.01270751,0.00002252979,2.299622e-7,0.0001159715,0.4850306,0.0002018172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.003479965,0.1498602,0.000375845,0.6100644,0.03114033,0.02594587,0.04612567,0.0005098519,0.1324978],"genre_scores_gemma":[0.04161368,0.7010606,0.00009857112,0.1387195,0.004659428,0.002542412,0.01900334,0.0004058927,0.0918966],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5512003,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2247988549867115,"score_gpt":0.5073064370632822,"score_spread":0.2825075820765707,"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."}}