{"id":"W2768779637","doi":"10.1016/j.healthpol.2017.11.003","title":"How much do cancer specialists earn? A comparison of physician fees and remuneration in oncology and radiology in high-income countries","year":2017,"lang":"en","type":"review","venue":"Health Policy","topic":"Radiology practices and education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"Dartmouth College; Commonwealth Fund","keywords":"Remuneration; Earnings; Medicine; Benchmarking; Health care; Family medicine; Workforce; Business; Finance; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006621613,0.0002138943,0.002511984,0.0005297193,0.0001025018,0.00002669067,0.00007929583,0.000415703,0.00000457097],"category_scores_gemma":[0.0003865876,0.0001805431,0.00004163914,0.0001623512,0.0002759802,0.0001180763,0.00003248305,0.0005272988,0.000001394148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000783213,"about_ca_system_score_gemma":0.002826914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01636303,"about_ca_topic_score_gemma":0.01055126,"domain_scores_codex":[0.9980537,0.0005467479,0.0006653583,0.0003244575,0.00008175966,0.0003279734],"domain_scores_gemma":[0.9979013,0.0004113278,0.001250298,0.0002756299,0.00004640639,0.0001150672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007423346,0.00007811149,0.01308954,0.01309428,0.00003903802,0.000005466889,0.002533105,3.260986e-7,2.849524e-7,0.00255167,0.0009294643,0.9676045],"study_design_scores_gemma":[0.0008028591,0.0004206717,0.04337052,0.004880385,0.00008460111,0.00008136608,0.0001812494,0.000009141175,1.542884e-7,0.0001204649,0.9499368,0.0001117576],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02145532,0.9479157,6.469397e-7,0.02912146,0.000416409,0.0008952049,0.0000252908,0.000006128924,0.0001637935],"genre_scores_gemma":[0.01745195,0.9798331,0.0001203568,0.000673635,0.001622403,0.0001013659,0.00005993397,0.00001909566,0.0001181987],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9674927,"threshold_uncertainty_score":0.9901871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1823341167126898,"score_gpt":0.5706813114420642,"score_spread":0.3883471947293744,"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."}}