{"id":"W4390011629","doi":"10.1177/21582440231218511","title":"Factor Analysis of the University Environment and Support System: A Bayesian Approach","year":2023,"lang":"en","type":"article","venue":"SAGE Open","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Entrepreneurship; Flexibility (engineering); Creativity; Scale (ratio); Extant taxon; Popularity; Psychology; Affect (linguistics); Knowledge management; Marketing; Computer science; Management; Social psychology; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001423343,0.00006034331,0.0001518602,0.00009206104,0.0001697259,0.00007387373,0.0003306834,0.00001697272,0.0001313081],"category_scores_gemma":[0.000007060491,0.00004146353,0.0000574536,0.0006585661,0.00005084015,0.0002625298,0.0008762638,0.00002771571,0.00002496129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001254426,"about_ca_system_score_gemma":0.00000370491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006309285,"about_ca_topic_score_gemma":0.0000759312,"domain_scores_codex":[0.9995351,0.00001092657,0.00008527315,0.000159273,0.0001101857,0.00009917044],"domain_scores_gemma":[0.999698,0.00001249315,0.0000920122,0.0001836638,0.000008261051,0.000005548249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009938033,0.0000187094,0.9936531,0.000115414,0.0003599134,0.000004479294,0.0002874998,0.0002659091,0.00004097519,0.00217905,0.0009624136,0.00210259],"study_design_scores_gemma":[0.0001650434,0.000003294889,0.9742856,0.0000178761,0.0004649172,1.07542e-7,0.004492393,0.002785244,0.000007037169,0.00001371039,0.01768152,0.00008327419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9053556,0.00005138583,0.0001219928,0.0006276221,0.00008950804,0.0005617443,0.00003651109,0.00006686436,0.09308878],"genre_scores_gemma":[0.9986382,0.00003093459,0.00001824131,0.00007521866,0.00002141783,0.000001987113,0.000009474868,0.000003486939,0.001201086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09328256,"threshold_uncertainty_score":0.1690833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191618328666867,"score_gpt":0.2090881049468922,"score_spread":0.1871719216602235,"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."}}