{"id":"W2601153775","doi":"10.5539/ies.v10n4p43","title":"Creativity among Geomatical Engineering Students","year":2017,"lang":"en","type":"article","venue":"International Education Studies","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creativity; Originality; Fluency; Flexibility (engineering); Mathematics education; Psychology; Creativity technique; Creative thinking; Pedagogy; Social psychology; Mathematics; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001296132,0.000285173,0.0004631004,0.001546973,0.001128064,0.003201591,0.0003409614,0.0005833577,0.002914974],"category_scores_gemma":[0.006270131,0.000177294,0.0004168931,0.0008984422,0.0009427454,0.0006737303,0.001175108,0.0008554229,0.0003680443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004140471,"about_ca_system_score_gemma":0.0005704892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004674016,"about_ca_topic_score_gemma":0.0005371039,"domain_scores_codex":[0.9985521,0.0003274482,0.0001250622,0.0001750449,0.000554222,0.0002659813],"domain_scores_gemma":[0.9957026,0.001061799,0.001203562,0.0002060941,0.0006707286,0.001155212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004567626,0.001555484,0.8245391,0.000218412,0.0001112666,0.001889121,0.07222179,0.000351268,0.009599649,0.001443652,0.0008089622,0.0868046],"study_design_scores_gemma":[0.0001136854,0.001894997,0.8844818,0.0001605013,0.00008076332,0.005422597,0.08764382,0.001146391,0.002990704,0.003404454,0.01255931,0.0001009164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987513,0.0001193218,0.00009009276,0.00006540219,0.000007428146,0.000006556503,0.000005669053,0.000001717396,0.0009525552],"genre_scores_gemma":[0.9991153,0.00007567949,0.00008408636,0.00003132799,0.000006560726,0.000006352454,0.00001242483,9.845328e-7,0.0006672797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003201591,"threshold_uncertainty_score":0.009751558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1142983384958749,"score_gpt":0.5220911237837902,"score_spread":0.4077927852879153,"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."}}