{"id":"W3127813652","doi":"10.1002/cfp2.1108","title":"What is failing us? An examination of diversity initiatives in financial planning","year":2021,"lang":"en","type":"article","venue":"Financial Planning Review","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"","keywords":"Financial plan; Diversity (politics); Planner; Finance; White (mutation); Business; Marketing; Economics; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001043628,0.0002523435,0.0009806769,0.0002499213,0.0002304312,0.00007013445,0.0002788581,0.0001992268,0.0001418154],"category_scores_gemma":[0.0002942765,0.0003244993,0.0001697643,0.000758744,0.00006755104,0.00160474,0.00020933,0.0003260478,0.00004760699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009803395,"about_ca_system_score_gemma":0.0001200264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001288196,"about_ca_topic_score_gemma":0.00004217206,"domain_scores_codex":[0.9978285,0.00008660474,0.0009800044,0.0006078088,0.0001052364,0.0003918706],"domain_scores_gemma":[0.9987115,0.00008298237,0.0006760064,0.0003472406,0.000107779,0.00007448997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001027441,0.0008360797,0.7980793,0.007372303,0.0000635072,0.0009993149,0.04655372,0.0007627886,0.00008059788,0.05739464,0.002981222,0.08477383],"study_design_scores_gemma":[0.00068218,0.0001086545,0.9184885,0.009904978,0.0000218312,0.00001259892,0.0001555723,0.0002191102,0.000318736,0.00112588,0.06840688,0.0005550868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8112779,0.1819051,0.0005453079,0.0001387729,0.0007329558,0.0002494639,0.0001004245,0.00003106113,0.00501901],"genre_scores_gemma":[0.9696903,0.02708879,0.0006871187,0.001992001,0.0001968502,0.00001654956,0.000107081,0.00002521853,0.0001961057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1584124,"threshold_uncertainty_score":0.9999207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07544151570514486,"score_gpt":0.2838018818968505,"score_spread":0.2083603661917056,"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."}}