{"id":"W2755614776","doi":"","title":"Regulating financial advice: Lessons from the United States, the United Kingdom and Canada","year":2014,"lang":"en","type":"article","venue":"JASSA.","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Advice (programming); Kingdom; Political science; Public administration; Finance; Law; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006553701,0.0004690586,0.001070977,0.003108902,0.02127162,0.01535326,0.003398928,0.005814737,0.006159944],"category_scores_gemma":[0.02488791,0.0005462835,0.0007323505,0.008169401,0.01048123,0.004842964,0.004938524,0.007512771,0.0003629221],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1745405,"about_ca_system_score_gemma":0.28663,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.998209,"about_ca_topic_score_gemma":0.9992037,"domain_scores_codex":[0.988628,0.00160604,0.0003412171,0.0005724929,0.003591318,0.005261004],"domain_scores_gemma":[0.974905,0.00696301,0.0008268242,0.000437174,0.01184394,0.005024047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005826225,0.0004171439,0.07550485,0.001147416,0.000379983,0.002303768,0.1223762,0.003002342,0.0003621544,0.3513573,0.2678243,0.1747419],"study_design_scores_gemma":[0.0002769931,0.0001131864,0.1526148,0.004299504,0.0004036757,0.000300256,0.2397684,0.001235985,0.0006562701,0.03737936,0.5625397,0.0004118188],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.216786,0.06705841,0.0008465343,0.4353193,0.0009717487,0.0001553459,0.00214718,0.00006071076,0.2766548],"genre_scores_gemma":[0.8821446,0.0352241,0.001013704,0.05143848,0.0001239295,0.00006696259,0.000741098,0.00007379842,0.02917336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1745405,"threshold_uncertainty_score":0.957416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04968559379400123,"score_gpt":0.2476714211161628,"score_spread":0.1979858273221616,"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."}}