{"id":"W2613498608","doi":"","title":"Household Use of Financial Planners: Measurement Considerations for Researchers","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Citation; Actuarial science; Economics; Finance; Business; Computer science; Library 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":[],"consensus_categories":[],"category_scores_codex":[0.003588864,0.0001056693,0.0002661197,0.0002032688,0.0001645067,0.00006895421,0.0001308072,0.00008397771,0.00005113677],"category_scores_gemma":[0.001763994,0.0000948625,0.0001549947,0.00006505089,0.00006472824,0.0003517339,0.00002050107,0.0003247597,0.00002172366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001075998,"about_ca_system_score_gemma":0.001082916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006619459,"about_ca_topic_score_gemma":0.0007783552,"domain_scores_codex":[0.9979599,0.00002299396,0.0005599363,0.0001986205,0.00005338426,0.001205178],"domain_scores_gemma":[0.9991148,0.0002049619,0.0003247502,0.0001795302,0.00009924916,0.00007676619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000165503,0.00008261628,0.01602623,0.00001079209,0.0001334855,8.482804e-7,0.0001056901,0.0001049334,0.0002548887,0.9714244,0.003714419,0.007976205],"study_design_scores_gemma":[0.001578218,0.0003326225,0.002439901,0.00003402771,0.00001081899,0.00002526146,0.00007981166,0.0001007185,0.0002025021,0.9590772,0.03589445,0.0002244996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8387195,0.002561521,0.1419707,0.00737946,0.001200463,0.000801384,0.0004149657,0.00006420816,0.006887796],"genre_scores_gemma":[0.9953042,0.002954228,0.0007781027,0.000083102,0.0002036981,0.00001265124,0.00000106025,0.00002681487,0.0006361009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1565847,"threshold_uncertainty_score":0.386838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1829886346279145,"score_gpt":0.2570929254203145,"score_spread":0.0741042907924,"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."}}