{"id":"W3122395050","doi":"10.2139/ssrn.3136708","title":"A General Framework of Optimal Investment","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Stock Market Forecasting Methods","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Investment (military); Economics; Mathematical economics; Computer science; Business; Mathematics; Political science; Law","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01896918,0.0001656221,0.0003388995,0.0003478521,0.000239405,0.0001098688,0.001102774,0.0001186956,0.0004782554],"category_scores_gemma":[0.008504272,0.0001184835,0.0002130565,0.0008773517,0.0002878237,0.0001920153,0.0001627158,0.001408298,0.0001107677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004099048,"about_ca_system_score_gemma":0.00209261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002075694,"about_ca_topic_score_gemma":0.00005773087,"domain_scores_codex":[0.9948606,0.0006553307,0.0008152997,0.0003384832,0.00140964,0.001920596],"domain_scores_gemma":[0.9970478,0.001105482,0.0005936809,0.000526641,0.0005692811,0.0001570931],"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":[0.000304521,0.0001061801,0.009501763,0.000001726328,0.0001828944,0.0000049415,0.0009796986,0.0001485119,0.001348186,0.6772107,0.002563803,0.307647],"study_design_scores_gemma":[0.0003089534,0.000940932,0.002808172,0.00001989017,0.00001939153,0.0004546994,0.0006880635,0.001316642,0.001114149,0.9862348,0.00595406,0.0001401774],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6413265,0.0005857591,0.349105,0.0004068314,0.0007210672,0.00008475254,0.000001374063,0.0000172445,0.007751475],"genre_scores_gemma":[0.857524,0.0001026101,0.1363981,0.0003581503,0.001313953,0.000003524887,2.574166e-7,0.00002349745,0.00427599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3090242,"threshold_uncertainty_score":0.9998475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05934981588796873,"score_gpt":0.3962822041050376,"score_spread":0.3369323882170688,"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."}}