{"id":"W3215901982","doi":"10.12927/hcpol.2021.26655","title":"The Induced Productivity Decline Hypothesis: More Physicians, Higher Compensation and Fewer Services","year":2021,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Productivity; Compensation (psychology); Pace; Wage; Business; Labour economics; Health care; Economic shortage; Demographic economics; Economics; Economic growth; Government (linguistics); Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005584491,0.0001690139,0.0003223223,0.0001229884,0.0004633185,0.0001276831,0.0001676722,0.0001014834,0.0000151452],"category_scores_gemma":[0.0001473492,0.0001632757,0.00005888103,0.0004362948,0.00005651288,0.000173931,0.0001719797,0.0002082659,0.00009601236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001608745,"about_ca_system_score_gemma":0.0001179961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03752146,"about_ca_topic_score_gemma":0.008079985,"domain_scores_codex":[0.9983616,0.0001007684,0.0005002692,0.0004830365,0.00007179637,0.0004825425],"domain_scores_gemma":[0.9988161,0.000115579,0.0002794386,0.0005502523,0.0001010589,0.0001375446],"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":[0.00001726322,0.00007628058,0.007247613,0.0004670015,0.00004861634,0.000004592228,0.001530344,0.000002437118,0.00003037444,0.9249457,0.0006726871,0.06495713],"study_design_scores_gemma":[0.0003428714,0.00004928741,0.3825137,0.00005468453,0.000005402877,0.000005136646,0.0004345544,0.000122473,0.000208442,0.08556839,0.5304434,0.0002517334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3116793,0.004444839,0.00001806895,0.6802098,0.0004548265,0.0003698409,0.00009427309,0.0000645464,0.002664509],"genre_scores_gemma":[0.9735828,0.00133815,0.0001865096,0.02251624,0.001034222,0.00006670264,0.0000178072,0.00002892923,0.00122862],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8393773,"threshold_uncertainty_score":0.9688877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07610816468367373,"score_gpt":0.3077235382863071,"score_spread":0.2316153736026333,"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."}}