{"id":"W2037110918","doi":"10.17323/1995-459x.2012.3.40.49","title":"Factors Influencing Research Performance in Higher Education: An Empirical Investigation","year":2012,"lang":"en","type":"article","venue":"Foresight-Russia","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Boulevard; Valuation (finance); Library science; Empirical research; Political science; Sociology; Business; Computer science; Engineering; Accounting; Statistics; Mathematics","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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01159972,0.0003323266,0.0005572851,0.006605298,0.001594012,0.00341487,0.001012194,0.0007717854,0.003739481],"category_scores_gemma":[0.04209338,0.0002191054,0.0006448541,0.01596164,0.001783988,0.001874396,0.001442231,0.0008015392,0.0004884294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005743664,"about_ca_system_score_gemma":0.01084179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06644484,"about_ca_topic_score_gemma":0.0635228,"domain_scores_codex":[0.9919661,0.002386811,0.0008957299,0.0005766995,0.002889288,0.001285364],"domain_scores_gemma":[0.8437974,0.1029889,0.0251115,0.003428084,0.01761046,0.00706365],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003919651,0.0001630441,0.9869098,0.0001295325,0.0000413433,0.0001390899,0.002377194,0.0001347948,0.00009357079,0.0001782844,0.0001828109,0.009611237],"study_design_scores_gemma":[0.000002503019,0.00005650916,0.9931828,0.00005267519,0.00002057915,0.00004503941,0.005641676,0.0003161539,0.00007609551,0.00004874513,0.0005507169,0.000006394048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960918,0.0003825705,0.0002599148,0.0002292325,0.000004995713,0.00009127322,0.0003950819,0.000007940758,0.002537178],"genre_scores_gemma":[0.9985538,0.0002639078,0.000396314,0.00002752528,0.00001210847,0.00003990226,0.0002519187,0.000003539714,0.0004509386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9933947,"threshold_uncertainty_score":0.1321162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8388138199934497,"score_gpt":0.620716953153231,"score_spread":0.2180968668402187,"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."}}