{"id":"W2740577922","doi":"10.1108/jsbed-03-2017-0126","title":"Engaged scholarship","year":2017,"lang":"en","type":"article","venue":"Journal of Small Business and Enterprise Development","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tyndale University","funders":"","keywords":"Scholarship; Sociology; Engaged scholarship; Originality; Entrepreneurship; Value (mathematics); Relevance (law); Thematic analysis; Engineering ethics; Knowledge management; Public relations; Qualitative research; Social science; Political science; Computer science; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001081222,0.0001668836,0.0002738931,0.0001677045,0.001306422,0.0009219821,0.0004418503,0.00004361598,0.00004470697],"category_scores_gemma":[0.0006160699,0.000124396,0.00005568539,0.00006313179,0.00007988903,0.001425196,0.0003478848,0.0002975396,0.00002394764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002155182,"about_ca_system_score_gemma":0.00004515227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005789487,"about_ca_topic_score_gemma":0.00006301326,"domain_scores_codex":[0.9989412,0.00001298391,0.0004443252,0.0001510721,0.0002346426,0.0002158146],"domain_scores_gemma":[0.9984733,0.00003642142,0.0008268816,0.0001903087,0.0004467637,0.00002636463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001330774,0.0001037021,0.8791127,0.0001837499,0.0001126545,0.0001100958,0.0005048021,0.0000161898,0.0002255446,0.0003790545,0.0006022023,0.1185162],"study_design_scores_gemma":[0.0006367861,0.000006592759,0.9180881,0.0003603064,0.00002777446,0.00001787113,0.0003055481,0.000007614947,0.00009678159,0.0003926369,0.079893,0.0001670068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941559,0.0005793355,0.0001604786,0.001765996,0.0008435129,0.00006206677,2.031866e-7,0.00001162027,0.002420827],"genre_scores_gemma":[0.9969304,0.0004851257,0.001201257,0.000734307,0.0005505105,0.000002890737,8.600171e-7,0.00001292009,0.00008172933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1183492,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04338835308082985,"score_gpt":0.2421202012603761,"score_spread":0.1987318481795463,"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."}}