{"id":"W7089130841","doi":"10.5281/zenodo.17331404","title":"Comparative Market Analysis: BASE, MANTA, METIS","year":2025,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Financial Markets and Investment Strategies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sharpe ratio; Volatility (finance); Alternative investment; Asset (computer security); Asset allocation; Digital economy; Equity (law); Original equipment manufacturer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002084584,0.000343565,0.0005394791,0.002734208,0.0005020883,0.003784812,0.0006083354,0.0004646746,0.03071537],"category_scores_gemma":[0.008543273,0.00009904717,0.0006194147,0.002479809,0.0004378564,0.002102402,0.0007443925,0.0008624701,0.003139417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001527325,"about_ca_system_score_gemma":0.000659902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003563537,"about_ca_topic_score_gemma":0.003348634,"domain_scores_codex":[0.9990875,0.000196292,0.00002976204,0.00009981825,0.0004776275,0.0001090722],"domain_scores_gemma":[0.9953921,0.002485743,0.0006601221,0.000276067,0.0008746614,0.0003113555],"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":[0.005969685,0.00117974,0.1061985,0.002563226,0.0009021225,0.001163245,0.0008983524,0.02456353,0.005506393,0.4376642,0.161053,0.2523379],"study_design_scores_gemma":[0.0009663395,0.00475249,0.326032,0.0007652318,0.001322334,0.002640978,0.005731548,0.1617943,0.0111177,0.09001616,0.3946045,0.0002563333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7456921,0.007378698,0.00630943,0.002068243,0.0003568063,0.0002377768,0.01547574,0.0004140895,0.2220669],"genre_scores_gemma":[0.9703482,0.0009185432,0.002677538,0.0001184554,0.0002190253,0.00007184504,0.009480812,0.000101076,0.0160645],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03071537,"threshold_uncertainty_score":0.1027532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09077694323438934,"score_gpt":0.2699164701127283,"score_spread":0.179139526878339,"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."}}