{"id":"W4389762501","doi":"10.54194/zrbc8762","title":"Physician pay inequity: time to act?","year":2023,"lang":"en","type":"article","venue":"Canadian Health Policy","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Business","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007408893,0.0001511626,0.0003742371,0.001640779,0.0002908894,0.00005432712,0.0002851244,0.00007690855,0.0003662842],"category_scores_gemma":[0.0002134032,0.0001750923,0.00006613202,0.001724691,0.00002102742,0.00009588541,0.00006848844,0.0001564918,0.07059133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449205,"about_ca_system_score_gemma":0.001435849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8927714,"about_ca_topic_score_gemma":0.3121749,"domain_scores_codex":[0.9976659,0.00002969803,0.0005083055,0.0003824799,0.00003912354,0.00137452],"domain_scores_gemma":[0.9975368,0.00002906535,0.0001249593,0.000456758,0.00001891416,0.001833454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001500256,0.000007642195,0.0002278639,0.00008013446,0.00001363809,0.000007151683,0.000885373,0.00003262743,3.989109e-7,0.4844494,0.4639805,0.05031379],"study_design_scores_gemma":[0.0001137862,0.00006356479,0.01462926,0.00001690078,4.913354e-7,5.062734e-7,0.00002209096,0.0001719594,9.287833e-7,0.01099089,0.9738133,0.0001763213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002628943,0.0001327509,0.00003082615,0.8618681,0.000337348,0.000668482,0.001206048,0.0001743679,0.1329531],"genre_scores_gemma":[0.4160113,0.000247401,0.00012071,0.5307388,0.002343919,0.0001457954,0.0001754594,0.00009352869,0.05012302],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5805964,"threshold_uncertainty_score":0.9301323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08055871709704368,"score_gpt":0.3318088408997256,"score_spread":0.251250123802682,"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."}}