{"id":"W2585991503","doi":"10.5539/ies.v10n2p54","title":"A Study of the Relationship between Key Factors of Academic Innovation and Faculties’ Teaching Goals—The Mediatory Role of Knowledge","year":2017,"lang":"en","type":"article","venue":"International Education Studies","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Simple random sample; Statistical population; Scale (ratio); Mathematics education; Structural equation modeling; Psychology; Higher education; Statistical analysis; Positive relationship; Population; Sample (material); Sociology; Computer science; Political science; Mathematics; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004272979,0.00007887618,0.0001576007,0.0001158714,0.0002978136,0.00001066019,0.000353827,0.00004517579,0.00001099997],"category_scores_gemma":[0.004229697,0.00004748532,0.00003058199,0.00007563235,0.0002841432,0.00009533973,0.0001445293,0.0002466887,0.000001728273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002158043,"about_ca_system_score_gemma":0.00006015579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002628219,"about_ca_topic_score_gemma":0.00004830151,"domain_scores_codex":[0.9990649,0.0001827008,0.0003762155,0.0001243762,0.0001960358,0.00005573791],"domain_scores_gemma":[0.9970367,0.00104426,0.0008175349,0.0001784745,0.0009143576,0.000008654527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006310862,0.0001341854,0.8742451,0.000008708532,0.0002136898,6.48661e-9,0.08827731,2.403571e-7,0.00004714328,0.03048626,0.0001454399,0.006435618],"study_design_scores_gemma":[0.0001772322,0.00003874832,0.850921,0.00006362706,0.00004312089,1.833973e-7,0.1442699,5.022032e-7,0.00008486148,0.003991418,0.0003733416,0.00003611581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940388,0.0007057337,0.00000668361,0.0004480585,0.0009555495,0.0001807396,0.00001994674,0.000004385078,0.003640098],"genre_scores_gemma":[0.9986905,0.00000821222,0.000008033409,0.00001084109,0.0001116989,0.00003929004,0.000006166017,0.000004923709,0.001120287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05599257,"threshold_uncertainty_score":0.5063648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1974183847658127,"score_gpt":0.4918217814965241,"score_spread":0.2944033967307114,"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."}}