{"id":"W3203018621","doi":"10.2139/ssrn.3910069","title":"Investor Judgments: Linking Dependent Measures to Constructs","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Psychology; Econometrics; Social psychology; Business; Cognitive psychology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007908522,0.0006518007,0.0005373539,0.002212257,0.0005758395,0.00330039,0.0007289814,0.002388619,0.005982431],"category_scores_gemma":[0.1039259,0.0003467322,0.0007592182,0.001708347,0.001258081,0.003250024,0.001872909,0.002164259,0.001161991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00058414,"about_ca_system_score_gemma":0.0004679983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001216054,"about_ca_topic_score_gemma":0.001746656,"domain_scores_codex":[0.9950884,0.002300797,0.0003918463,0.0007661874,0.001184554,0.0002682719],"domain_scores_gemma":[0.8303012,0.1301485,0.01945844,0.01184405,0.00562723,0.002620576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005348434,0.0009650164,0.9773898,0.00008512335,0.000463245,0.00007730372,0.001030386,0.0009822407,0.0006842871,0.003405299,0.000740958,0.01364165],"study_design_scores_gemma":[0.00007141977,0.0003951895,0.973896,0.00006490447,0.0002967851,0.000149798,0.001092615,0.006602226,0.001577195,0.0147334,0.001050263,0.00007021682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827687,0.000185729,0.006193522,0.0002515611,0.00003054572,0.0001325283,0.001151166,0.00004172291,0.009244498],"genre_scores_gemma":[0.9965482,0.00007495013,0.001784856,0.00007892567,0.00002018258,0.0001478626,0.0007694075,0.00002266565,0.0005529044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007908522,"threshold_uncertainty_score":0.04182476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02590346357423693,"score_gpt":0.2147266593374501,"score_spread":0.1888231957632132,"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."}}