{"id":"W6926664221","doi":"10.25384/sage.c.6930390","title":"Who Profits from Occupational Licensing?","year":2023,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"Infectious Disease Case Reports and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disadvantaged; Wage; Occupational licensing; Quantile regression; Quarter (Canadian coin); Economic shortage; Profit (economics); Inequality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001634816,0.0002628299,0.0004787853,0.0002521918,0.00007315381,0.00007141493,0.0001445726,0.0002341756,0.0227869],"category_scores_gemma":[0.0002005664,0.0002037208,0.0001099768,0.0001545567,0.00003434061,0.00009549303,0.000181562,0.0002983184,0.0009192832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008696521,"about_ca_system_score_gemma":0.0004038024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082949,"about_ca_topic_score_gemma":0.0004637002,"domain_scores_codex":[0.9983828,0.0000350917,0.0003329463,0.0004765342,0.0005361931,0.0002364004],"domain_scores_gemma":[0.997966,0.00004604816,0.0004110546,0.001257703,0.00006759969,0.0002515871],"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":[0.00003342539,0.0001830668,0.03683462,0.00004832968,0.001537915,0.006289669,0.00001303482,8.64754e-8,0.000007113894,8.117454e-7,0.9078828,0.04716915],"study_design_scores_gemma":[0.00180778,0.00006256749,0.1194016,0.01337776,0.001821532,0.000791741,0.00001520291,0.00004818704,0.00001396142,0.00006809669,0.8622335,0.0003581568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002517363,0.1275437,0.0003847588,0.001034063,0.00449446,0.002503313,0.07360979,0.002124538,0.785788],"genre_scores_gemma":[0.001779352,0.03308637,0.0006886493,0.0008436556,0.007151172,0.00002285873,0.01243101,0.002076293,0.9419206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1561326,"threshold_uncertainty_score":0.9998586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0768167563357032,"score_gpt":0.3719396680778485,"score_spread":0.2951229117421453,"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."}}