{"id":"W1508137978","doi":"10.5860/choice.48-3512","title":"Regulating lobbying: a global comparison","year":2011,"lang":"en","type":"article","venue":"Choice Reviews Online","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Elite; Politics; Index (typography); Sample (material); Political science; Public administration; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0002314733,0.0001996918,0.0004443197,0.0000481827,0.0001787289,0.00007544411,0.0002541964,0.0000395622,0.0002843533],"category_scores_gemma":[0.0002455093,0.0001615549,0.0001405393,0.0005317474,0.0000506559,0.0004789292,0.0001596049,0.00008725056,0.0006980915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000318092,"about_ca_system_score_gemma":0.000007326779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001747395,"about_ca_topic_score_gemma":0.0003112895,"domain_scores_codex":[0.9987758,0.00001339978,0.0005331818,0.0002699014,0.0001572055,0.00025055],"domain_scores_gemma":[0.9991342,0.00001403014,0.0004082774,0.0003083031,0.0001199908,0.00001518721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002131398,0.0004057559,0.5045944,0.0009385344,0.00004701133,0.000002420277,0.00008721639,0.00001251678,0.00005116306,0.02119912,0.02877947,0.4438611],"study_design_scores_gemma":[0.0002336096,0.000004903086,0.2462965,0.000305786,0.00004887061,0.000001036716,0.00007925878,0.001983558,0.0000030586,0.001177979,0.749669,0.0001965282],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3049565,0.08195543,0.007309964,0.003496988,0.002843688,0.002848846,0.00002002393,0.001352479,0.5952161],"genre_scores_gemma":[0.9700921,0.001169238,0.01441504,0.006731059,0.005581473,0.000077989,0.0001357746,0.0000545134,0.001742818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7208895,"threshold_uncertainty_score":0.8972787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2084572699158236,"score_gpt":0.3498207378140195,"score_spread":0.1413634678981959,"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."}}