{"id":"W7107855824","doi":"10.4236/ti.2025.164013","title":"Flexible Stock Market Algorithm","year":2025,"lang":"","type":"article","venue":"Technology and Investment","topic":"Stock Market Forecasting Methods","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research University Higher School of Economics","keywords":"Stock (firearms); Algorithmic trading; Stock market; Trading strategy; Stock exchange; Stock trading","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005692149,0.0005294307,0.0008646619,0.003568832,0.0007809991,0.0002243533,0.001416781,0.001004672,0.001782114],"category_scores_gemma":[0.005069915,0.0004634919,0.0001460667,0.005743938,0.002257376,0.0002330733,0.001851664,0.0008610646,0.0001310969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820289,"about_ca_system_score_gemma":0.0004588465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000157936,"about_ca_topic_score_gemma":0.000003533636,"domain_scores_codex":[0.9950457,0.0006367083,0.001238949,0.001513775,0.0006720851,0.0008928143],"domain_scores_gemma":[0.9957298,0.001729114,0.0003862772,0.001668919,0.0002855805,0.0002003173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005293734,0.0001203512,0.003127131,0.0000249703,0.000116289,0.00001657248,0.0000610669,9.495254e-7,0.00006973537,0.2056541,0.06937567,0.7213802],"study_design_scores_gemma":[0.000806205,0.0003791973,0.005297456,0.0001661384,0.000104111,0.00004869419,0.0004618089,0.009716598,0.003191609,0.6507621,0.3287387,0.0003273255],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.04996418,0.03902344,0.2402377,0.02617642,0.005911547,0.002360981,0.00006751802,0.001118519,0.6351397],"genre_scores_gemma":[0.0768068,0.001008758,0.5571887,0.01234641,0.0001610774,0.0004617924,0.000004369444,0.00006829746,0.3519538],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7210529,"threshold_uncertainty_score":0.9997817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05108604023602292,"score_gpt":0.3744482108813212,"score_spread":0.3233621706452983,"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."}}