{"id":"W3128331657","doi":"10.3390/e23020180","title":"Using the Quantum Potential in Elementary Portfolio Management: Some Initial Ideas","year":2021,"lang":"en","type":"article","venue":"Entropy","topic":"Complex Systems and Time Series Analysis","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Quantum; Portfolio; Construct (python library); Portfolio optimization; Scale (ratio); Statistical physics; Computer science; Quantum mechanics; Physics; Mathematics; Economics; Financial 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002393779,0.0001209223,0.0002945051,0.0001711132,0.0001322885,0.000107002,0.0001778805,0.00003466929,0.003855231],"category_scores_gemma":[0.00000832478,0.0001199644,0.0001750998,0.0003741785,0.00002916887,0.0001830735,0.0001560757,0.0001062922,0.0001850692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009087778,"about_ca_system_score_gemma":0.00001267138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001563676,"about_ca_topic_score_gemma":0.00009413585,"domain_scores_codex":[0.9987163,0.00002957531,0.0005800829,0.0003202578,0.0000576785,0.0002960959],"domain_scores_gemma":[0.9993942,0.00001025951,0.000188617,0.0003498042,0.00001577889,0.0000413444],"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":[0.00001398656,0.00007073373,0.0106381,0.00001902996,0.0002036372,0.0003341155,0.000085183,0.0007279657,0.00005037057,0.9868174,0.000792677,0.0002467949],"study_design_scores_gemma":[0.003739021,0.00007748859,0.05695702,0.00007895755,0.0001689101,0.0001122834,0.003541253,0.12441,0.0002199398,0.5451967,0.2643941,0.001104434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670403,0.007317504,0.008725524,0.001173681,0.001355603,0.0002943827,0.0001112966,0.00003410565,0.01394761],"genre_scores_gemma":[0.9976822,0.0001967283,0.000472121,0.0003531342,0.0003240495,0.000009372173,0.00003157644,0.0000173873,0.0009134496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4416208,"threshold_uncertainty_score":0.9970554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03349928974801875,"score_gpt":0.2509449986950559,"score_spread":0.2174457089470372,"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."}}