{"id":"W3009261136","doi":"10.29141/2218-5003-2020-11-1-5","title":"Models of public investment management at regional level","year":2020,"lang":"en","type":"article","venue":"Upravlenets","topic":"Economic and Technological Developments in Russia","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Investment (military); Product (mathematics); Business; Production (economics); Strategic planning; Computer science; Industrial organization; Economics; Marketing; Political 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":[0.0002209018,0.00007527559,0.000121324,0.00003843727,0.0001567896,0.00001587276,0.0003444776,0.00008147905,0.0005293598],"category_scores_gemma":[0.00002962759,0.00006977386,0.00004060112,0.0001477244,0.0002253402,0.000108371,0.0002142566,0.00005561912,0.0001100202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120847,"about_ca_system_score_gemma":0.00005710744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004804792,"about_ca_topic_score_gemma":0.00005870482,"domain_scores_codex":[0.9990979,0.00004308693,0.0001985901,0.0002151498,0.0002203345,0.0002249473],"domain_scores_gemma":[0.9996064,0.00002389379,0.00008663449,0.0001138101,0.00002275792,0.0001464532],"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":[0.000003745836,0.00002667769,0.001060137,0.00000827896,0.00003278726,0.000003252627,0.001223854,0.00002368397,0.00001044799,0.9750445,0.01300075,0.009561814],"study_design_scores_gemma":[0.0003807298,0.00003962353,0.008267148,0.00001496572,0.000009973786,4.495721e-7,0.001435604,0.0003423074,0.0002018302,0.1552586,0.8338405,0.0002082618],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1431767,0.0002795751,0.002167687,0.03473531,0.0001396459,0.0003572673,0.00001164732,0.000179321,0.8189528],"genre_scores_gemma":[0.9840229,0.000442012,0.007727902,0.003545628,0.00003425176,0.00001637572,0.000006093323,0.000005907439,0.004198915],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8408462,"threshold_uncertainty_score":0.5796119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2746964837592721,"score_gpt":0.2993849311322302,"score_spread":0.02468844737295811,"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."}}