{"id":"W4247640230","doi":"10.3905/joi.2004.434548","title":"Overlay Speak","year":2004,"lang":"en","type":"article","venue":"The Journal of Investing","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.001187291,0.0000774215,0.0001969866,0.00008572368,0.0001135784,0.00004518883,0.0002384615,0.00002965734,0.00006035867],"category_scores_gemma":[0.0003968384,0.00005609452,0.0000720395,0.000143743,0.00008575246,0.0003810422,0.00002826292,0.0001837906,0.00007176056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006054142,"about_ca_system_score_gemma":0.00004584742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001588313,"about_ca_topic_score_gemma":0.000007740674,"domain_scores_codex":[0.999182,0.00001351939,0.0005521629,0.00005880891,0.00003969748,0.0001537492],"domain_scores_gemma":[0.9990634,0.00005809408,0.0006757797,0.0001192833,0.00003514923,0.00004827368],"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":[0.00001874879,0.00003262599,0.003959285,0.00001266392,0.00002873335,0.00001031369,0.0009741559,0.001406121,0.0003370827,0.9915566,0.001361227,0.0003024865],"study_design_scores_gemma":[0.0007266186,0.0002553245,0.04022763,0.0001128786,0.0000119781,0.000151626,0.0003586302,0.00007562267,0.0005315934,0.9326172,0.0247594,0.0001714793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8521703,0.002847344,0.001425571,0.00313609,0.0005861034,0.00005660034,0.000003754932,0.00001087513,0.1397634],"genre_scores_gemma":[0.9964065,0.000199392,0.001956372,0.0009301824,0.0003101036,3.244184e-7,1.829766e-7,0.00001013428,0.0001867891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1442362,"threshold_uncertainty_score":0.2287468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04362738855516134,"score_gpt":0.2131758254497385,"score_spread":0.1695484368945772,"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."}}