{"id":"W2771694615","doi":"10.1561/1400000042","title":"Financial Analysts and Their Contribution to Well-Functioning Capital Markets","year":2017,"lang":"en","type":"book","venue":"Foundations and Trends® in Accounting","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Capital (architecture); Capital market; Financial capital; Business; Set (abstract data type); Economic capital; Individual capital; Financial market; Finance; Economics; Human capital; Market economy","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":[0.0006409482,0.0003250609,0.0006112869,0.0009415236,0.0007053709,0.0008065833,0.00015844,0.0002735863,0.0003670022],"category_scores_gemma":[0.0002121902,0.0003571975,0.00009832122,0.0001675068,0.0001216182,0.0006757706,0.0001380342,0.0003046316,0.00007963262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001899438,"about_ca_system_score_gemma":0.00006907924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003292802,"about_ca_topic_score_gemma":0.0009223862,"domain_scores_codex":[0.9983257,0.00001222395,0.000650075,0.00062231,0.00004430573,0.0003453821],"domain_scores_gemma":[0.9988918,0.00007249878,0.0006096257,0.0002999444,0.00006499304,0.00006114651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003775208,0.00004376071,0.02126336,0.00006402715,0.00007454074,0.000006977585,0.0003605158,0.00000937217,0.000002073635,0.9425061,0.008835908,0.02679561],"study_design_scores_gemma":[0.0006023886,0.0000571816,0.3463144,0.0002064015,0.00002104442,0.000006624335,0.00003650455,0.0004901065,0.000001182827,0.1084687,0.5432492,0.0005462565],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1120783,0.003619915,0.0005908396,0.0007306451,0.001368269,0.0003731597,0.0004987945,0.00005490967,0.8806852],"genre_scores_gemma":[0.8682127,0.0005160936,0.0001492869,0.0001952295,0.0005963274,0.00006302839,0.0006382812,0.00004350926,0.1295855],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8340374,"threshold_uncertainty_score":0.999888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844814393986364,"score_gpt":0.2282845864265541,"score_spread":0.2098364424866905,"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."}}